2025-06-30 08:42:57.848540
2025-06-30 08:42:59,710 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-06-30 08:43:03,774 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-06-30 08:43:15,220 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
✓ 96 updated, 4 failed
Processing 29 futures instruments... ✓ 29 updated, 0 failed
Processing 62 stock instruments... ✓ 62 updated, 0 failed
Processing 8 currency instruments... ✓ 1 updated, 7 failed
Processing 22 indices instruments... 
2025-06-30 08:43:46,952 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2024-06-15 -> 2025-06-30)
✓ 21 updated, 1 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,224,992
Successful downloads: 209
Failed downloads: 12
Date range: 1927-12-30 to 2025-06-29

Summary by Asset Type:
--------------------------------------------------
Crypto: 103 instruments, 2014-09-17 to 2025-06-29
Futures: 29 instruments, 1997-10-29 to 2025-06-27
Stock: 62 instruments, 1962-01-02 to 2025-06-27
Currency: 8 instruments, 1971-01-04 to 2025-06-27
Indices: 22 instruments, 1927-12-30 to 2025-06-27

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $108385.57
  ETH-USD: $2500.96
  SOL-USD: $153.35
Futures:
  ES=F: $6223.75
  GC=F: $3273.70
  CL=F: $65.52
Stock:
  AAPL: $201.08
  MSFT: $495.94
  TSLA: $323.63
Currency:
  EURUSD=X: 1.1692
  USDJPY=X: 144.6940
  DX-Y.NYB: 97.4000
Indices:
  ^GSPC: $6173.07
  ^DJI: $43819.27
  ^IXIC: $20273.46
================================================================================

Master data loaded successfully with 1,224,992 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
BTC PERIOD-TO-DATE RETURNS
===========================
Daily Return:     0.99%
Week to Date:     2.66%
Bi-week to Date:  1.49%
Month to Date:    2.59%
Quarter to Date:  27.26%
Year to Date:     14.79%
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,224,992 rows and 224 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 103 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 62 instruments

Processing 103 crypto instruments...
  Progress: 25/103 crypto instruments processed
  Progress: 50/103 crypto instruments processed
  Progress: 75/103 crypto instruments processed
  Progress: 100/103 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 62 stock instruments...
  Progress: 25/62 stock instruments processed
  Progress: 50/62 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 219/224 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.988822 750 d       134.9%   $4.42           🟢 UNDER        -12.7%
2    PAXG-USD        0.951163 750 d        35.4%   $3.3K           🟡 FAIR           0.6%
3    XAUT-USD        0.949877 750 d        34.3%   $3.3K           🟡 FAIR           0.8%
4    TRX-USD         0.948831 1000d        88.0%   $0.276873       🟡 FAIR           0.7%
5    XCN-USD         0.945240 1000d       108.5%   $0.001039       🟢 UNDER        -17.6%
6    APT-USD         0.940897 500 d       -83.9%   $0.000131       🔴 OVER          41.0%
7    BTC-USD         0.935891 1000d       103.3%   $108.4K         🟢 UNDER        -10.2%
8    SYRUP-USD       0.933230 90  d    266366.6%   $0.604898       🟢 UNDER        -10.0%
9    WBT-USD         0.933092 750 d       203.7%   $46.82          🔴 OVER          30.3%
10   TBTC-USD        0.932135 1000d       103.4%   $102.8K         🟢 UNDER        -12.8%
11   WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
12   CRO-USD         0.917739 30  d       -97.2%   $0.081849       🟡 FAIR           2.5%
13   POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
14   GT-USD          0.891446 750 d       166.9%   $15.75          🟢 UNDER        -30.2%
15   SAROS-USD       0.889942 365 d     41227.8%   $0.223658       🟡 FAIR           2.2%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9888)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.42 ($4.55,+3% - $5.63,+27%)
   +30d (1m): $5.43,+22.9% ($4.89,+11% - $6.04,+37%)
   +60d (2m): $5.83,+31.8% ($5.24,+19% - $6.48,+47%)
   +90d (3m): $6.25,+41.4% ($5.62,+27% - $6.95,+57%)
   +180d (6m): $7.72,+74.6% ($6.94,+57% - $8.58,+94%)
   +365d (1y): $11.90,+169.2% ($10.69,+142% - $13.24,+199%)
   +EOY (184d): $7.79,+76.2% ($7.00,+58% - $8.66,+96%)
   End-of-year outlook: 📈 Bullish Trend (+76.2%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 184 days | EOY Target: $7.79 (+76.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.58%
Rounded target for matching: -1%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       90.5%      2.47%      2.42%      3.62%        0.77%        4.06%     -7.73%     10.86%
 14 days       21       81.0%      4.57%      4.21%      5.21%        1.84%        6.58%     -7.89%     11.12%
 30 days       21       95.2%     10.28%      8.58%      5.41%        6.12%       11.04%     -0.12%     19.28%
 90 days       21      100.0%     29.27%     31.94%      6.43%       29.02%       34.87%     23.39%     48.15%
180 days       21      100.0%     62.60%     62.39%      6.18%       59.58%       65.20%     43.39%     71.14%
365 days       15      100.0%    135.30%    136.33%     15.19%      127.92%      144.74%    110.74%    161.60%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.05%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9512)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.0K,-8% - $3.5K,+8%)
   +30d (1m): $3.3K,+1.9% ($3.1K,-6% - $3.6K,+10%)
   +60d (2m): $3.4K,+4.5% ($3.2K,-4% - $3.7K,+13%)
   +90d (3m): $3.5K,+7.1% ($3.2K,-1% - $3.8K,+16%)
   +180d (6m): $3.8K,+15.4% ($3.5K,+7% - $4.1K,+25%)
   +365d (1y): $4.4K,+34.6% ($4.1K,+24% - $4.8K,+46%)
   +EOY (184d): $3.8K,+15.8% ($3.5K,+7% - $4.1K,+26%)
   End-of-year outlook: 📈 Bullish Trend (+15.8%)
   Confidence: 95.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 38 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 184 days | EOY Target: $3.8K (+15.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.75%
Rounded target for matching: -1%
Similar historical periods found: 188
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      188       51.6%      0.01%      0.22%      1.93%       -0.06%        0.50%     -5.45%      7.90%
 14 days      188       52.7%      0.14%      0.25%      3.00%       -0.19%        0.68%     -5.73%     13.71%
 30 days      188       54.3%      0.43%      0.86%      4.37%        0.23%        1.49%     -7.40%     12.71%
 90 days      186       71.0%      5.74%      5.46%      8.81%        4.19%        6.74%    -11.93%     20.91%
180 days      183       73.2%      7.33%      8.14%     11.43%        6.48%        9.81%    -16.29%     31.95%
365 days      172       82.0%     16.25%     17.32%     17.11%       14.74%       19.89%    -10.41%     49.14%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.18%
Rounded target for matching: 4%
Similar historical periods found: 108
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      108       65.7%      0.71%      0.79%      2.31%        0.35%        1.23%     -5.33%      8.65%
 14 days      108       67.6%      1.29%      1.28%      2.89%        0.73%        1.83%     -5.91%     13.09%
 30 days      108       68.5%      2.50%      2.30%      4.18%        1.50%        3.10%     -6.60%     12.28%
 90 days      108       75.0%      5.51%      5.31%      7.18%        3.94%        6.68%    -11.10%     20.77%
180 days      107       70.1%      5.81%      7.57%     10.32%        5.59%        9.55%    -13.88%     27.38%
365 days       96       74.0%     10.90%     14.66%     16.45%       11.32%       17.99%     -8.43%     46.24%


========================================================================================================================

Chart 3: XAUT-USD (R² = 0.9499)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.0K,-8% - $3.5K,+7%)
   +30d (1m): $3.3K,+1.7% ($3.1K,-6% - $3.6K,+10%)
   +60d (2m): $3.4K,+4.2% ($3.1K,-4% - $3.7K,+13%)
   +90d (3m): $3.5K,+6.7% ($3.2K,-1% - $3.8K,+16%)
   +180d (6m): $3.8K,+14.8% ($3.5K,+6% - $4.1K,+24%)
   +365d (1y): $4.4K,+33.3% ($4.0K,+23% - $4.7K,+44%)
   +EOY (184d): $3.8K,+15.2% ($3.5K,+6% - $4.1K,+25%)
   End-of-year outlook: 📈 Bullish Trend (+15.2%)
   Confidence: 95.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 40 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 184 days | EOY Target: $3.8K (+15.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.73%
Rounded target for matching: -1%
Similar historical periods found: 163
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      163       51.5%      0.06%      0.19%      2.00%       -0.12%        0.50%     -4.74%      6.62%
 14 days      163       54.0%      0.29%      0.37%      2.67%       -0.04%        0.79%     -5.73%      7.25%
 30 days      163       57.1%      0.74%      1.06%      4.32%        0.39%        1.73%     -7.44%     10.93%
 90 days      161       67.1%      5.32%      5.20%      8.79%        3.83%        6.57%    -11.91%     22.91%
180 days      156       69.9%      6.59%      7.85%     11.25%        6.07%        9.63%    -16.14%     30.47%
365 days      144       75.7%     10.24%     13.91%     15.56%       11.34%       16.47%    -10.26%     46.03%


========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.15%
Rounded target for matching: 3%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       51.0%      0.14%      0.08%      1.79%       -0.27%        0.43%     -4.01%      5.67%
 14 days      102       50.0%     -0.01%      0.23%      2.30%       -0.22%        0.68%     -4.94%      8.68%
 30 days      102       71.6%      1.58%      1.56%      2.93%        0.99%        2.14%     -6.88%     10.68%
 90 days      102       69.6%      6.17%      4.84%      6.63%        3.53%        6.14%    -10.83%     18.30%
180 days      102       74.5%      2.62%      6.33%     10.12%        4.35%        8.32%    -13.07%     30.35%
365 days       80       71.2%      3.82%     10.42%     15.41%        6.99%       13.85%     -7.93%     44.17%


========================================================================================================================

Chart 4: TRX-USD (R² = 0.9488)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.276873 ($0.218888,-21% - $0.345382,+25%)
   +30d (1m): $0.289602,+4.6% ($0.230539,-17% - $0.363797,+31%)
   +60d (2m): $0.305030,+10.2% ($0.242810,-12% - $0.383194,+38%)
   +90d (3m): $0.321280,+16.0% ($0.255733,-8% - $0.403627,+46%)
   +180d (6m): $0.375410,+35.6% ($0.298773,+8% - $0.471704,+70%)
   +365d (1y): $0.517019,+86.7% ($0.411315,+49% - $0.649890,+135%)
   +EOY (184d): $0.378017,+36.5% ($0.300846,+9% - $0.474983,+72%)
   End-of-year outlook: 📈 Bullish Trend (+36.5%)
   Confidence: 94.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.378017 (+36.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.63%
Rounded target for matching: 4%
Similar historical periods found: 58
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       58       60.3%      0.66%      1.10%      7.69%       -0.92%        3.12%    -24.92%     23.73%
 14 days       58       67.2%      3.05%      4.81%     16.18%        0.56%        9.07%    -17.08%    104.39%
 30 days       58       77.6%      9.05%     14.19%     30.33%        6.22%       22.17%    -36.29%    110.18%
 90 days       53       73.6%     15.22%     32.22%     73.35%       12.00%       52.43%    -64.93%    384.49%
180 days       53       75.5%     23.79%     28.23%     55.28%       13.00%       43.47%    -62.06%    320.81%
365 days       42       85.7%     69.54%     80.36%     85.64%       53.68%      107.05%    -56.33%    347.67%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 15.98%
Rounded target for matching: 16%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       41.2%     -1.81%     -2.91%     12.55%       -7.29%        1.46%    -42.74%     19.33%
 14 days       34       50.0%     -0.08%      1.21%     20.44%       -5.92%        8.34%    -34.14%     92.47%
 30 days       34       55.9%      1.14%      4.76%     26.41%       -4.46%       13.98%    -39.64%     86.45%
 90 days       33       69.7%     13.39%     55.04%    125.42%       10.56%       99.51%    -46.76%    452.70%
180 days       32       65.6%     30.10%     32.26%     56.39%       11.93%       52.59%    -54.75%    141.61%
365 days       29       69.0%     82.32%     57.40%     72.26%       29.91%       84.88%    -55.13%    203.37%


========================================================================================================================

Chart 5: XCN-USD (R² = 0.9452)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.001039 ($0.000958,-8% - $0.001661,+60%)
   +30d (1m): $0.001340,+28.9% ($0.001018,-2% - $0.001765,+70%)
   +60d (2m): $0.001424,+37.0% ($0.001081,+4% - $0.001875,+80%)
   +90d (3m): $0.001512,+45.5% ($0.001148,+10% - $0.001991,+92%)
   +180d (6m): $0.001813,+74.4% ($0.001376,+32% - $0.002388,+130%)
   +365d (1y): $0.002631,+153.1% ($0.001997,+92% - $0.003467,+234%)
   +EOY (184d): $0.001827,+75.8% ($0.001387,+33% - $0.002407,+132%)
   End-of-year outlook: 📈 Bullish Trend (+75.8%)
   Confidence: 94.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 63 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.001827 (+75.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       17.6%      0.00%      0.68%      6.96%       -0.25%        1.62%    -32.35%     22.22%
 14 days      216       24.5%      0.00%      1.74%     11.81%        0.15%        3.32%    -73.94%     50.00%
 30 days      216       38.0%      0.00%      4.82%     14.92%        2.82%        6.82%    -75.82%     88.08%
 90 days      156       63.5%     21.29%     25.62%     43.95%       18.66%       32.57%    -80.52%    261.06%
180 days      115       87.0%     66.67%    141.97%    153.34%      113.65%      170.30%    -83.56%    458.41%
365 days      109       85.3%    297.26%    283.68%    229.84%      240.04%      327.32%    -88.79%    715.38%


========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       16.7%      0.00%     -0.19%      4.06%       -1.11%        0.72%    -11.43%     19.92%
 14 days       78       23.1%      0.00%     -1.04%      6.61%       -2.53%        0.45%    -26.65%     19.92%
 30 days       78       24.4%      0.00%     -1.18%     11.60%       -3.79%        1.44%    -33.26%     43.40%
 90 days       37       59.5%     15.31%      7.29%     37.75%       -5.30%       19.87%    -58.71%     70.66%
180 days       37       75.7%     53.14%     45.41%     72.12%       21.36%       69.45%    -76.47%    174.81%
365 days       32       71.9%    110.23%    111.29%    150.19%       57.14%      165.44%    -71.94%    655.13%


========================================================================================================================

Chart 6: APT-USD (R² = 0.9409)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (184d): $0.000037,-71.7% ($0.000026,-80% - $0.000053,-60%)
   End-of-year outlook: 📉 Bearish Trend (-71.7%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.000037 (-71.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 7: BTC-USD (R² = 0.9359)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $108.4K ($90.4K,-17% - $161.1K,+49%)
   +30d (1m): $128.0K,+18.1% ($95.9K,-12% - $170.8K,+58%)
   +60d (2m): $135.6K,+25.1% ($101.6K,-6% - $181.1K,+67%)
   +90d (3m): $143.8K,+32.7% ($107.7K,-1% - $192.0K,+77%)
   +180d (6m): $171.3K,+58.0% ($128.3K,+18% - $228.7K,+111%)
   +365d (1y): $245.4K,+126.4% ($183.7K,+69% - $327.8K,+202%)
   +EOY (184d): $172.6K,+59.3% ($129.3K,+19% - $230.5K,+113%)
   End-of-year outlook: 📈 Bullish Trend (+59.3%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈31%)
   📅 Days until EOY 2025: 184 days | EOY Target: $172.6K (+59.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.22%
Rounded target for matching: 4%
Similar historical periods found: 88
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       88       59.1%      0.94%      1.29%      8.66%       -0.54%        3.13%    -16.01%     37.75%
 14 days       88       51.1%      0.07%      2.53%     12.60%       -0.14%        5.20%    -15.01%     59.79%
 30 days       88       61.4%      5.86%      7.48%     17.70%        3.73%       11.23%    -28.87%     50.69%
 90 days       87       65.5%     10.89%     23.97%     46.87%       13.98%       33.96%    -53.06%    224.22%
180 days       83       73.5%     38.16%     64.03%    105.99%       40.88%       87.17%    -53.50%    457.43%
365 days       76       86.8%    127.33%    166.17%    217.46%      116.48%      215.86%    -73.43%   1350.31%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 31.30%
Rounded target for matching: 31%
Similar historical periods found: 31
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       31       64.5%      1.05%      2.94%      6.36%        0.61%        5.28%    -10.47%     17.95%
 14 days       31       71.0%      4.70%      7.30%     11.72%        2.99%       11.60%    -11.87%     42.44%
 30 days       31       71.0%     15.07%     15.08%     26.36%        5.41%       24.75%    -39.81%     92.21%
 90 days       31       83.9%     25.72%     41.08%     48.03%       23.46%       58.70%    -31.43%    156.18%
180 days       31       80.6%     66.64%    118.28%    128.73%       71.06%      165.49%    -38.36%    397.96%
365 days       30       80.0%    343.66%    411.30%    408.57%      258.74%      563.86%    -64.53%   1350.31%


========================================================================================================================

Chart 8: SYRUP-USD (R² = 0.9332)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.604898 ($0.495607,-18% - $0.911922,+51%)
   +30d (1m): $1.29,+112.5% ($0.939767,+55% - $1.76,+191%)
   +60d (2m): $2.46,+306.4% ($1.78,+193% - $3.40,+463%)
   +90d (3m): $4.70,+677.2% ($3.34,+452% - $6.61,+994%)
   +180d (6m): $32.88,+5335.3% ($21.93,+3526% - $49.29,+8048%)
   +365d (1y): $1.8K,+296047.5% ($1.0K,+165781% - $3.2K,+528614%)
   +EOY (184d): $35.85,+5826.0% ($23.83,+3840% - $53.92,+8813%)
   End-of-year outlook: 📈 Bullish Trend (+5826.0%)
   Confidence: 93.3% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $35.85 (+5826.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: WBT-USD (R² = 0.9331)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $46.82 ($25.40,-46% - $50.87,+9%)
   +30d (1m): $39.38,-15.9% ($27.82,-41% - $55.74,+19%)
   +60d (2m): $43.15,-7.9% ($30.48,-35% - $61.08,+30%)
   +90d (3m): $47.27,+1.0% ($33.39,-29% - $66.93,+43%)
   +180d (6m): $62.17,+32.8% ($43.89,-6% - $88.05,+88%)
   +365d (1y): $109.17,+133.1% ($76.98,+64% - $154.81,+231%)
   +EOY (184d): $62.93,+34.4% ($44.43,-5% - $89.14,+90%)
   End-of-year outlook: 📈 Bullish Trend (+34.4%)
   Confidence: 93.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈65%)
   📅 Days until EOY 2025: 184 days | EOY Target: $62.93 (+34.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 10: TBTC-USD (R² = 0.9321)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (184d): $168.5K,+64.0% ($125.1K,+22% - $227.1K,+121%)
   End-of-year outlook: 📈 Bullish Trend (+64.0%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 184 days | EOY Target: $168.5K (+64.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 11: WAL-USD (R² = 0.9273)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (184d): $0.000006,-93.6% ($0.000001,-98% - $0.000022,-75%)
   End-of-year outlook: 📉 Bearish Trend (-93.6%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.000006 (-93.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 12: CRO-USD (R² = 0.9177)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.081849 ($0.075550,-8% - $0.084334,+3%)
   +30d (1m): $0.059561,-27.2% ($0.055441,-32% - $0.063987,-22%)
   +60d (2m): $0.044442,-45.7% ($0.040335,-51% - $0.048967,-40%)
   +90d (3m): $0.033162,-59.5% ($0.029243,-64% - $0.037605,-54%)
   +180d (6m): $0.013777,-83.2% ($0.011068,-86% - $0.017150,-79%)
   +365d (1y): $0.002265,-97.2% ($0.001491,-98% - $0.003440,-96%)
   +EOY (184d): $0.013249,-83.8% ($0.010599,-87% - $0.016563,-80%)
   End-of-year outlook: 📉 Bearish Trend (-83.8%)
   Confidence: 91.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $0.013249 (-83.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CRO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -17.89%
Rounded target for matching: -18%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       35.3%     -1.44%     -3.80%      9.13%       -6.99%       -0.61%    -31.11%     11.22%
 14 days       34       38.2%     -6.22%     -5.71%     12.93%      -10.23%       -1.20%    -35.32%     18.91%
 30 days       34       35.3%     -7.65%      4.87%     80.85%      -23.34%       33.07%    -51.52%    454.68%
 90 days       34       26.5%    -18.55%     20.10%    101.55%      -15.34%       55.53%    -48.96%    424.21%
180 days       31       67.7%     36.79%     47.55%    103.40%        9.63%       85.48%    -76.96%    425.36%
365 days       28       75.0%     99.69%    177.87%    267.74%       74.06%      281.69%    -87.97%    916.67%


========================================================================================================================
CRO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.36%
Rounded target for matching: -17%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       32.4%     -1.51%     -2.04%      9.38%       -5.31%        1.23%    -34.17%     16.78%
 14 days       34       47.1%     -2.59%     -2.20%     18.12%       -8.52%        4.13%    -46.08%     67.47%
 30 days       34       41.2%     -1.28%      9.39%     52.89%       -9.07%       27.84%    -45.84%    170.27%
 90 days       32       40.6%     -9.97%     17.29%     60.32%       -4.46%       39.04%    -74.59%    168.48%
180 days       32       71.9%     47.33%     65.19%    153.58%        9.82%      120.57%    -75.81%    655.45%
365 days       27       77.8%     55.88%     55.89%    105.83%       14.03%       97.76%    -84.98%    504.65%


========================================================================================================================

Chart 13: POL-USD (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.006044,-27% - $0.009944,+21%)
   +30d (1m): $0.007129,-13.5% ($0.005557,-33% - $0.009145,+11%)
   +60d (2m): $0.006555,-20.5% ($0.005109,-38% - $0.008411,+2%)
   +90d (3m): $0.006028,-26.9% ($0.004697,-43% - $0.007736,-6%)
   +180d (6m): $0.004687,-43.1% ($0.003649,-56% - $0.006020,-27%)
   +365d (1y): $0.002794,-66.1% ($0.002170,-74% - $0.003597,-56%)
   +EOY (184d): $0.004635,-43.8% ($0.003608,-56% - $0.005953,-28%)
   End-of-year outlook: 📉 Bearish Trend (-43.8%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.004635 (-43.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Rounded target for matching: 2%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -3.69%     -2.62%     12.80%       -8.79%        3.55%    -20.88%     36.99%
 14 days       19       36.8%     -1.81%     -0.82%     16.47%       -8.76%        7.12%    -26.39%     38.17%
 30 days       19       47.4%     -4.68%      7.87%     42.02%      -12.38%       28.12%    -49.27%    114.32%
 90 days       19       26.3%    -15.58%    138.66%    390.70%      -49.65%      326.97%    -68.11%   1069.77%
180 days       18       22.2%    -52.87%    275.86%    712.38%      -78.40%      630.11%    -84.78%   1958.84%
365 days       12       33.3%    -88.99%    188.43%    399.49%      -65.39%      442.25%    -91.45%    929.33%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.99%
Rounded target for matching: -15%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%     -1.47%      4.01%     32.71%      -14.88%       22.89%    -22.96%    113.53%
 14 days       14       50.0%     -0.97%      7.37%     29.60%       -9.72%       24.46%    -27.20%     92.21%
 30 days       14       50.0%      0.03%     25.00%    108.64%      -37.73%       87.73%    -49.27%    409.24%
 90 days       13        7.7%    -35.80%     29.04%    239.21%     -115.51%      173.60%    -62.18%    855.61%
180 days       12        8.3%    -67.42%     41.03%    345.65%     -178.58%      260.64%    -84.78%   1185.82%
365 days        9       11.1%    -86.31%    -19.16%    180.00%     -157.52%      119.21%    -90.45%    489.19%


========================================================================================================================

Chart 14: GT-USD (R² = 0.8914)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $15.75 ($15.11,-4% - $33.64,+114%)
   +30d (1m): $24.44,+55.2% ($16.38,+4% - $36.47,+132%)
   +60d (2m): $26.50,+68.3% ($17.76,+13% - $39.54,+151%)
   +90d (3m): $28.73,+82.4% ($19.25,+22% - $42.87,+172%)
   +180d (6m): $36.59,+132.4% ($24.51,+56% - $54.65,+247%)
   +365d (1y): $60.19,+282.2% ($40.25,+156% - $90.01,+472%)
   +EOY (184d): $36.99,+134.9% ($24.77,+57% - $55.24,+251%)
   End-of-year outlook: 📈 Bullish Trend (+134.9%)
   Confidence: 89.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $36.99 (+134.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -18.91%
Rounded target for matching: -19%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       72.7%      5.50%      4.91%      7.01%        1.80%        8.02%    -11.90%     16.76%
 14 days       22       72.7%      7.93%      8.89%     11.30%        3.88%       13.90%     -6.42%     38.52%
 30 days       22       72.7%      4.48%     18.58%     32.90%        3.99%       33.17%     -9.23%    100.67%
 90 days       22       77.3%     39.41%     40.95%     36.86%       24.61%       57.30%     -6.17%    115.08%
180 days       22       90.9%     52.10%    407.82%    787.51%       58.66%      756.98%    -18.90%   2549.13%
365 days       20       90.0%     19.83%    343.25%    622.52%       51.90%      634.60%    -37.90%   1703.02%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -29.88%
Rounded target for matching: -30%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       87.5%      5.72%      5.42%      4.87%        1.36%        9.49%     -5.83%     10.76%
 14 days        8       87.5%     22.59%     18.30%     12.35%        7.97%       28.63%     -7.19%     33.27%
 30 days        8       75.0%     35.46%     26.93%     20.70%        9.62%       44.23%     -5.05%     46.98%
 90 days        8      100.0%     65.43%     58.71%     49.01%       17.73%       99.69%      3.83%    165.37%
180 days        8       75.0%     39.24%    127.02%    253.23%      -84.68%      338.73%     -5.45%    793.14%
365 days        8       87.5%     68.06%    415.50%    656.68%     -133.49%      964.50%     -5.14%   1729.88%


========================================================================================================================

Chart 15: SAROS-USD (R² = 0.8899)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.223658 ($0.065283,-71% - $0.732941,+228%)
   +30d (1m): $0.358896,+60.5% ($0.106925,-52% - $1.20,+439%)
   +60d (2m): $0.588847,+163.3% ($0.175081,-22% - $1.98,+785%)
   +90d (3m): $0.966131,+332.0% ($0.286609,+28% - $3.26,+1356%)
   +180d (6m): $4.27,+1807.9% ($1.26,+461% - $14.50,+6385%)
   +365d (1y): $90.40,+40319.7% ($25.96,+11506% - $314.85,+140671%)
   +EOY (184d): $4.56,+1938.1% ($1.34,+499% - $15.50,+6831%)
   End-of-year outlook: 📈 Bullish Trend (+1938.1%)
   Confidence: 89.0% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $4.56 (+1938.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

========================================================================================================================
🟢 TOP 15 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       68.2%  0.768863    431.0%   $3.72             214.1%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    RAY-USD          56.5%  0.754032    271.4%   $2.19             130.0%  1000d
4    SOL-USD          49.5%  0.783697    204.0%   $153.35            98.0%  1000d
5    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
6    TKX-USD          38.2%  0.728601    469.2%   $25.96             61.9%  365 d
7    GT-USD           30.2%  0.891446    166.9%   $15.75             43.2%  750 d
8    XRP-USD          26.3%  0.716916    366.3%   $2.21              35.7%  500 d
9    BNB-USD          23.3%  0.763919     89.8%   $655.04            30.4%  750 d
10   KAIA-USD         17.9%  0.765979 522995.1%   $0.172242          21.8%  30  d
11   XCN-USD          17.6%  0.945240    108.5%   $0.001039          21.4%  1000d
12   TBTC-USD         12.8%  0.932135    103.4%   $102.8K            14.6%  1000d
13   FTN-USD          12.7%  0.988822    134.9%   $4.42              14.6%  750 d
14   LEO-USD          11.7%  0.889592     74.2%   $9.10              13.3%  750 d
15   BTC-USD          10.2%  0.935891    103.3%   $108.4K            11.4%  1000d

📊 DISPLAYING ALL 15 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 68.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.72 ($2.81,-24% - $48.46,+1204%)
   +30d (1m): $13.39,+260.3% ($3.22,-13% - $55.61,+1396%)
   +60d (2m): $15.36,+313.3% ($3.70,-1% - $63.80,+1617%)
   +90d (3m): $17.62,+374.1% ($4.24,+14% - $73.21,+1870%)
   +180d (6m): $26.59,+615.6% ($6.39,+72% - $110.61,+2877%)
   +365d (1y): $61.98,+1568.0% ($14.86,+300% - $258.45,+6855%)
   +EOY (184d): $27.08,+628.8% ($6.51,+75% - $112.66,+2932%)
   End-of-year outlook: 📈 Bullish Trend (+628.8%)
   Confidence: 76.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈37%)
   📅 Days until EOY 2025: 184 days | EOY Target: $27.08 (+628.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.70%
Rounded target for matching: -6%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       40.0%     -7.71%     -0.56%     16.67%       -9.79%        8.67%    -17.32%     45.20%
 14 days       15       53.3%      0.68%      0.56%     27.95%      -14.91%       16.04%    -39.85%     51.15%
 30 days       15       66.7%     14.86%     22.96%     50.43%       -4.96%       50.89%    -42.00%    138.40%
 90 days       15       80.0%     29.39%     68.00%    172.53%      -27.55%      163.54%    -77.18%    695.92%
180 days       12       75.0%      6.46%    197.24%    446.39%      -86.39%      480.86%    -70.27%   1631.25%
365 days        9       88.9%   1362.77%   1164.39%    846.03%      514.08%     1814.71%    -32.49%   2757.82%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 63.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.005406,+30% - $0.024248,+485%)
   +30d (1m): $0.005986,+44.5% ($0.002795,-33% - $0.012820,+209%)
   +60d (2m): $0.003130,-24.5% ($0.001439,-65% - $0.006807,+64%)
   +90d (3m): $0.001636,-60.5% ($0.000738,-82% - $0.003629,-12%)
   +180d (6m): $0.000234,-94.4% ($0.000097,-98% - $0.000561,-86%)
   +365d (1y): $0.000004,-99.9% ($0.000001,-100% - $0.000013,-100%)
   +EOY (184d): $0.000214,-94.8% ($0.000089,-98% - $0.000517,-88%)
   End-of-year outlook: 📉 Bearish Trend (-94.8%)
   Confidence: 80.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $0.000214 (-94.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: RAY-USD (Undervalued by 56.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $2.19 ($1.57,-28% - $16.12,+638%)
   +30d (1m): $5.60,+156.1% ($1.74,-20% - $17.96,+722%)
   +60d (2m): $6.23,+185.3% ($1.94,-11% - $20.01,+816%)
   +90d (3m): $6.94,+217.8% ($2.16,-1% - $22.29,+920%)
   +180d (6m): $9.60,+339.2% ($2.99,+37% - $30.83,+1311%)
   +365d (1y): $18.66,+754.1% ($5.80,+165% - $60.07,+2649%)
   +EOY (184d): $9.74,+345.6% ($3.03,+39% - $31.28,+1331%)
   End-of-year outlook: 📈 Bullish Trend (+345.6%)
   Confidence: 75.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈28%)
   📅 Days until EOY 2025: 184 days | EOY Target: $9.74 (+345.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RAY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -10.84%
Rounded target for matching: -11%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       52.6%      2.98%      5.42%     18.04%       -3.28%       14.11%    -14.40%     52.58%
 14 days       19       52.6%      0.89%      6.65%     24.16%       -4.99%       18.30%    -16.77%     90.46%
 30 days       19       47.4%     -1.72%     17.07%     45.29%       -4.76%       38.89%    -63.77%    115.60%
 90 days       19       47.4%     -8.96%     44.94%    117.36%      -11.63%      101.50%    -75.75%    246.03%
180 days       19       57.9%     12.75%     55.16%    164.87%      -24.31%      134.63%    -77.16%    579.95%
365 days       14       50.0%     -0.97%    211.35%    324.81%       23.81%      398.89%    -94.80%    765.88%


========================================================================================================================

Chart 4: SOL-USD (Undervalued by 49.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $153.35 ($122.42,-20% - $752.98,+391%)
   +30d (1m): $332.66,+116.9% ($134.11,-13% - $825.17,+438%)
   +60d (2m): $364.49,+137.7% ($146.92,-4% - $904.28,+490%)
   +90d (3m): $399.37,+160.4% ($160.94,+5% - $990.99,+546%)
   +180d (6m): $525.32,+242.6% ($211.57,+38% - $1.3K,+751%)
   +365d (1y): $922.89,+501.8% ($371.12,+142% - $2.3K,+1397%)
   +EOY (184d): $531.76,+246.8% ($214.16,+40% - $1.3K,+761%)
   End-of-year outlook: 📈 Bullish Trend (+246.8%)
   Confidence: 78.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 184 days | EOY Target: $531.76 (+246.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.84%
Rounded target for matching: -2%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%     -1.47%      0.81%     11.05%       -5.57%        7.19%    -15.88%     21.60%
 14 days       14       42.9%     -2.27%     -1.04%     24.51%      -15.19%       13.12%    -39.20%     54.35%
 30 days       14       50.0%     -0.63%     11.44%     47.06%      -15.73%       38.62%    -36.47%    150.88%
 90 days       14       50.0%      6.12%     97.06%    195.98%      -16.09%      210.22%    -64.11%    601.85%
180 days       14       64.3%      7.56%    106.09%    179.26%        2.59%      209.59%    -77.94%    399.25%
365 days       14       64.3%    223.23%    797.92%   1430.14%      -27.81%     1623.66%    -89.05%   4502.54%


========================================================================================================================

Chart 5: HYPE-USD (Undervalued by 41.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000110,+1934%)
   +30d (1m): $0.000007,+27.1% ($0.000001,-89% - $0.000082,+1420%)
   +60d (2m): $0.000005,-5.0% ($0.000000,-92% - $0.000061,+1036%)
   +90d (3m): $0.000004,-29.1% ($0.000000,-94% - $0.000046,+749%)
   +180d (6m): $0.000002,-70.4% ($0.000000,-98% - $0.000019,+255%)
   +365d (1y): $0.000000,-95.1% ($0.000000,-100% - $0.000003,-41%)
   +EOY (184d): $0.000002,-71.6% ($0.000000,-98% - $0.000018,+241%)
   End-of-year outlook: 📉 Bearish Trend (-71.6%)
   Confidence: 83.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.000002 (-71.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       20.0%     -7.14%     -4.98%      7.41%      -14.18%        4.22%    -12.68%      7.14%
 14 days        5       40.0%     -6.87%      0.71%     19.70%      -23.75%       25.18%    -20.93%     35.71%
 30 days        5       20.0%     -5.09%    -21.42%     35.52%      -65.52%       22.68%    -86.51%     14.29%
 90 days        3        0.0%    -75.17%    -53.38%     32.26%     -133.53%       26.76%    -77.21%     -7.77%
180 days        3       33.3%    -67.91%    302.45%    537.31%    -1032.30%     1637.21%    -86.98%   1062.25%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Rounded target for matching: -84%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       28.6%     -5.48%     -9.59%     15.69%      -15.68%       -3.51%    -38.49%     25.89%
 14 days       28       21.4%    -19.80%    -17.57%     22.83%      -26.43%       -8.72%    -50.35%     38.91%
 30 days       28       25.0%    -26.16%    -26.32%     36.45%      -40.45%      -12.18%    -76.91%    109.53%
 90 days       28       39.3%    -59.53%    333.50%    666.97%       74.87%      592.13%    -95.60%   2131.91%
180 days       28       39.3%    -88.76%    395.38%    790.96%       88.68%      702.08%    -97.52%   2614.96%
365 days       26        3.8%    -88.37%    -80.14%     25.99%      -90.64%      -69.64%    -99.22%      4.44%


========================================================================================================================

Chart 6: TKX-USD (Undervalued by 38.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $25.96 ($22.94,-12% - $77.05,+197%)
   +30d (1m): $48.50,+86.8% ($26.44,+2% - $88.96,+243%)
   +60d (2m): $55.95,+115.5% ($30.47,+17% - $102.74,+296%)
   +90d (3m): $64.55,+148.6% ($35.11,+35% - $118.66,+357%)
   +180d (6m): $99.11,+281.8% ($53.69,+107% - $182.95,+605%)
   +365d (1y): $239.28,+821.7% ($128.06,+393% - $447.11,+1622%)
   +EOY (184d): $101.02,+289.1% ($54.71,+111% - $186.51,+618%)
   End-of-year outlook: 📈 Bullish Trend (+289.1%)
   Confidence: 72.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈-14%)
   📅 Days until EOY 2025: 184 days | EOY Target: $101.02 (+289.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -16.61%
Rounded target for matching: -17%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       44.0%     -0.48%     -0.78%     10.89%       -5.27%        3.71%    -28.10%     14.36%
 14 days       25       48.0%     -1.71%     -2.87%     14.00%       -8.65%        2.90%    -34.64%     30.45%
 30 days       25       56.0%      3.39%     -2.15%     19.35%      -10.14%        5.84%    -33.02%     51.45%
 90 days       24       70.8%     10.02%     15.08%     35.35%        0.15%       30.01%    -37.94%    117.60%
180 days       24       54.2%    106.46%    100.22%    143.86%       39.48%      160.97%    -63.28%    368.08%
365 days       18       33.3%    -16.20%     19.02%     69.03%      -15.30%       53.35%    -35.87%    189.09%


========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.76%
Rounded target for matching: -14%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       38.5%     -0.95%     -2.00%      7.32%       -4.95%        0.96%    -12.72%     15.98%
 14 days       26       38.5%     -3.04%     -0.34%     10.30%       -4.50%        3.82%    -14.57%     21.42%
 30 days       26       53.8%      1.34%      6.42%     16.77%       -0.36%       13.19%    -18.05%     39.12%
 90 days       23       82.6%    122.99%    134.85%    127.22%       79.84%      189.87%    -58.31%    495.79%
180 days       23       87.0%    190.55%    185.55%     97.24%      143.50%      227.60%    -31.78%    306.71%
365 days       13       92.3%     63.94%     67.93%     43.69%       41.54%       94.33%    -22.74%    156.95%


========================================================================================================================

Chart 7: GT-USD (Undervalued by 30.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $15.75 ($15.11,-4% - $33.64,+114%)
   +30d (1m): $24.44,+55.2% ($16.38,+4% - $36.47,+132%)
   +60d (2m): $26.50,+68.3% ($17.76,+13% - $39.54,+151%)
   +90d (3m): $28.73,+82.4% ($19.25,+22% - $42.87,+172%)
   +180d (6m): $36.59,+132.4% ($24.51,+56% - $54.65,+247%)
   +365d (1y): $60.19,+282.2% ($40.25,+156% - $90.01,+472%)
   +EOY (184d): $36.99,+134.9% ($24.77,+57% - $55.24,+251%)
   End-of-year outlook: 📈 Bullish Trend (+134.9%)
   Confidence: 89.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $36.99 (+134.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -18.91%
Rounded target for matching: -19%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       72.7%      5.50%      4.91%      7.01%        1.80%        8.02%    -11.90%     16.76%
 14 days       22       72.7%      7.93%      8.89%     11.30%        3.88%       13.90%     -6.42%     38.52%
 30 days       22       72.7%      4.48%     18.58%     32.90%        3.99%       33.17%     -9.23%    100.67%
 90 days       22       77.3%     39.41%     40.95%     36.86%       24.61%       57.30%     -6.17%    115.08%
180 days       22       90.9%     52.10%    407.82%    787.51%       58.66%      756.98%    -18.90%   2549.13%
365 days       20       90.0%     19.83%    343.25%    622.52%       51.90%      634.60%    -37.90%   1703.02%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -29.88%
Rounded target for matching: -30%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       87.5%      5.72%      5.42%      4.87%        1.36%        9.49%     -5.83%     10.76%
 14 days        8       87.5%     22.59%     18.30%     12.35%        7.97%       28.63%     -7.19%     33.27%
 30 days        8       75.0%     35.46%     26.93%     20.70%        9.62%       44.23%     -5.05%     46.98%
 90 days        8      100.0%     65.43%     58.71%     49.01%       17.73%       99.69%      3.83%    165.37%
180 days        8       75.0%     39.24%    127.02%    253.23%      -84.68%      338.73%     -5.45%    793.14%
365 days        8       87.5%     68.06%    415.50%    656.68%     -133.49%      964.50%     -5.14%   1729.88%


========================================================================================================================

Chart 8: XRP-USD (Undervalued by 26.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.21 ($1.41,-36% - $6.37,+189%)
   +30d (1m): $3.40,+54.0% ($1.60,-28% - $7.23,+228%)
   +60d (2m): $3.86,+74.8% ($1.81,-18% - $8.21,+272%)
   +90d (3m): $4.38,+98.4% ($2.05,-7% - $9.33,+323%)
   +180d (6m): $6.40,+190.0% ($3.00,+36% - $13.67,+519%)
   +365d (1y): $13.97,+532.8% ($6.49,+194% - $30.04,+1261%)
   +EOY (184d): $6.51,+194.9% ($3.05,+38% - $13.91,+530%)
   End-of-year outlook: 📈 Bullish Trend (+194.9%)
   Confidence: 71.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 184 days | EOY Target: $6.51 (+194.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.20%
Rounded target for matching: 3%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       27.1%     -2.13%     -2.26%      8.07%       -4.60%        0.09%    -23.84%     19.43%
 14 days       48       39.6%     -2.59%     -0.29%     15.11%       -4.68%        4.09%    -24.06%     58.89%
 30 days       48       43.8%     -0.66%     10.15%     35.79%       -0.24%       20.54%    -37.74%    155.53%
 90 days       45       57.8%      8.64%     19.41%     67.53%       -0.88%       39.70%    -61.78%    317.99%
180 days       43       60.5%     12.30%     52.07%    116.89%       16.09%       88.04%    -63.48%    435.95%
365 days       41       65.9%     18.10%    106.42%    176.35%       50.76%      162.09%    -67.90%    661.44%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.61%
Rounded target for matching: 6%
Similar historical periods found: 36
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       36       33.3%     -2.17%     -1.16%     13.90%       -5.86%        3.54%    -41.72%     38.06%
 14 days       36       41.7%     -4.14%      6.68%     26.20%       -2.18%       15.55%    -37.17%     66.38%
 30 days       36       52.8%      2.03%     12.05%     32.44%        1.07%       23.03%    -39.55%    101.09%
 90 days       35       51.4%      9.64%     48.16%    123.36%        5.78%       90.54%    -59.79%    386.88%
180 days       34       67.6%     24.86%     52.63%    121.18%       10.35%       94.92%    -45.10%    447.16%
365 days       31       61.3%     22.34%     59.22%    107.08%       19.94%       98.50%    -51.32%    434.19%


========================================================================================================================

Chart 9: BNB-USD (Undervalued by 23.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $655.04 ($563.53,-14% - $1.3K,+98%)
   +30d (1m): $900.50,+37.5% ($593.93,-9% - $1.4K,+108%)
   +60d (2m): $949.21,+44.9% ($625.97,-4% - $1.4K,+120%)
   +90d (3m): $1.0K,+52.7% ($659.73,+1% - $1.5K,+132%)
   +180d (6m): $1.2K,+78.9% ($772.27,+18% - $1.8K,+171%)
   +365d (1y): $1.6K,+147.6% ($1.1K,+63% - $2.5K,+276%)
   +EOY (184d): $1.2K,+80.2% ($777.70,+19% - $1.8K,+173%)
   End-of-year outlook: 📈 Bullish Trend (+80.2%)
   Confidence: 76.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 12 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 184 days | EOY Target: $1.2K (+80.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.07%
Rounded target for matching: 0%
Similar historical periods found: 85
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       85       55.3%      0.53%      1.81%      9.29%       -0.20%        3.81%    -26.88%     32.89%
 14 days       85       61.2%      2.06%      3.94%     14.88%        0.73%        7.15%    -30.86%     77.64%
 30 days       85       54.1%      1.37%      7.36%     24.68%        2.03%       12.68%    -46.61%    113.37%
 90 days       82       58.5%      7.26%     36.43%    137.19%        6.29%       66.58%    -53.51%    943.27%
180 days       77       72.7%     16.55%    147.43%    436.17%       48.43%      246.43%    -65.38%   2183.07%
365 days       66       75.8%     82.86%    344.43%    728.93%      165.24%      523.63%    -53.18%   2953.70%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.26%
Rounded target for matching: 8%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       38.5%     -1.34%     -1.56%      4.57%       -3.41%        0.29%    -19.16%      4.63%
 14 days       26       38.5%     -1.35%     -1.25%      8.67%       -4.76%        2.25%    -22.01%     19.76%
 30 days       26       38.5%     -4.70%     -2.55%     11.55%       -7.21%        2.11%    -19.11%     22.63%
 90 days       23       56.5%      0.57%      4.18%     19.78%       -4.37%       12.74%    -27.10%     64.02%
180 days       21       57.1%      1.78%      8.99%     52.79%      -15.04%       33.02%    -51.25%    163.92%
365 days       17       52.9%      5.62%     29.98%     69.72%       -5.87%       65.83%    -46.02%    179.60%


========================================================================================================================

Chart 10: KAIA-USD (Undervalued by 17.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.172242 ($0.164426,-5% - $0.267881,+56%)
   +30d (1m): $0.424221,+146.3% ($0.308638,+79% - $0.583090,+239%)
   +60d (2m): $0.857491,+397.8% ($0.557658,+224% - $1.32,+666%)
   +90d (3m): $1.73,+906.3% ($0.992005,+476% - $3.03,+1658%)
   +180d (6m): $14.31,+8210.7% ($5.42,+3045% - $37.83,+21860%)
   +365d (1y): $1.1K,+637278.6% ($171.75,+99613% - $7.0K,+4074120%)
   +EOY (184d): $15.72,+9028.3% ($5.84,+3290% - $42.34,+24480%)
   End-of-year outlook: 📈 Bullish Trend (+9028.3%)
   Confidence: 76.6% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $15.72 (+9028.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 11: XCN-USD (Undervalued by 17.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.001039 ($0.000958,-8% - $0.001661,+60%)
   +30d (1m): $0.001340,+28.9% ($0.001018,-2% - $0.001765,+70%)
   +60d (2m): $0.001424,+37.0% ($0.001081,+4% - $0.001875,+80%)
   +90d (3m): $0.001512,+45.5% ($0.001148,+10% - $0.001991,+92%)
   +180d (6m): $0.001813,+74.4% ($0.001376,+32% - $0.002388,+130%)
   +365d (1y): $0.002631,+153.1% ($0.001997,+92% - $0.003467,+234%)
   +EOY (184d): $0.001827,+75.8% ($0.001387,+33% - $0.002407,+132%)
   End-of-year outlook: 📈 Bullish Trend (+75.8%)
   Confidence: 94.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 63 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.001827 (+75.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       17.6%      0.00%      0.68%      6.96%       -0.25%        1.62%    -32.35%     22.22%
 14 days      216       24.5%      0.00%      1.74%     11.81%        0.15%        3.32%    -73.94%     50.00%
 30 days      216       38.0%      0.00%      4.82%     14.92%        2.82%        6.82%    -75.82%     88.08%
 90 days      156       63.5%     21.29%     25.62%     43.95%       18.66%       32.57%    -80.52%    261.06%
180 days      115       87.0%     66.67%    141.97%    153.34%      113.65%      170.30%    -83.56%    458.41%
365 days      109       85.3%    297.26%    283.68%    229.84%      240.04%      327.32%    -88.79%    715.38%


========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       16.7%      0.00%     -0.19%      4.06%       -1.11%        0.72%    -11.43%     19.92%
 14 days       78       23.1%      0.00%     -1.04%      6.61%       -2.53%        0.45%    -26.65%     19.92%
 30 days       78       24.4%      0.00%     -1.18%     11.60%       -3.79%        1.44%    -33.26%     43.40%
 90 days       37       59.5%     15.31%      7.29%     37.75%       -5.30%       19.87%    -58.71%     70.66%
180 days       37       75.7%     53.14%     45.41%     72.12%       21.36%       69.45%    -76.47%    174.81%
365 days       32       71.9%    110.23%    111.29%    150.19%       57.14%      165.44%    -71.94%    655.13%


========================================================================================================================

Chart 12: TBTC-USD (Undervalued by 12.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (184d): $168.5K,+64.0% ($125.1K,+22% - $227.1K,+121%)
   End-of-year outlook: 📈 Bullish Trend (+64.0%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 184 days | EOY Target: $168.5K (+64.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 13: FTN-USD (Undervalued by 12.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.42 ($4.55,+3% - $5.63,+27%)
   +30d (1m): $5.43,+22.9% ($4.89,+11% - $6.04,+37%)
   +60d (2m): $5.83,+31.8% ($5.24,+19% - $6.48,+47%)
   +90d (3m): $6.25,+41.4% ($5.62,+27% - $6.95,+57%)
   +180d (6m): $7.72,+74.6% ($6.94,+57% - $8.58,+94%)
   +365d (1y): $11.90,+169.2% ($10.69,+142% - $13.24,+199%)
   +EOY (184d): $7.79,+76.2% ($7.00,+58% - $8.66,+96%)
   End-of-year outlook: 📈 Bullish Trend (+76.2%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 184 days | EOY Target: $7.79 (+76.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.58%
Rounded target for matching: -1%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       90.5%      2.47%      2.42%      3.62%        0.77%        4.06%     -7.73%     10.86%
 14 days       21       81.0%      4.57%      4.21%      5.21%        1.84%        6.58%     -7.89%     11.12%
 30 days       21       95.2%     10.28%      8.58%      5.41%        6.12%       11.04%     -0.12%     19.28%
 90 days       21      100.0%     29.27%     31.94%      6.43%       29.02%       34.87%     23.39%     48.15%
180 days       21      100.0%     62.60%     62.39%      6.18%       59.58%       65.20%     43.39%     71.14%
365 days       15      100.0%    135.30%    136.33%     15.19%      127.92%      144.74%    110.74%    161.60%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.05%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 14: LEO-USD (Undervalued by 11.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.10 ($8.20,-10% - $12.95,+42%)
   +30d (1m): $10.79,+18.6% ($8.59,-6% - $13.56,+49%)
   +60d (2m): $11.29,+24.1% ($8.99,-1% - $14.19,+56%)
   +90d (3m): $11.82,+29.9% ($9.41,+3% - $14.85,+63%)
   +180d (6m): $13.55,+49.0% ($10.78,+18% - $17.04,+87%)
   +365d (1y): $17.95,+97.3% ($14.27,+57% - $22.59,+148%)
   +EOY (184d): $13.64,+49.9% ($10.85,+19% - $17.14,+88%)
   End-of-year outlook: 📈 Bullish Trend (+49.9%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 35 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 184 days | EOY Target: $13.64 (+49.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.07%
Rounded target for matching: 4%
Similar historical periods found: 108
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      108       63.9%      0.94%      2.70%      7.69%        1.23%        4.16%    -10.77%     41.46%
 14 days      108       71.3%      2.06%      6.69%     13.24%        4.16%        9.21%    -13.90%     52.03%
 30 days      108       68.5%      4.75%     10.89%     18.86%        7.29%       14.49%    -21.73%     53.35%
 90 days      108       78.7%     15.53%     32.48%     45.18%       23.86%       41.09%    -26.48%    180.92%
180 days      105       93.3%     33.91%     41.92%     40.11%       34.16%       49.69%    -36.68%    124.83%
365 days       95       91.6%    106.94%    120.36%    100.55%       99.88%      140.85%    -42.27%    439.82%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.50%
Rounded target for matching: 0%
Similar historical periods found: 60
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       60       58.3%      0.83%      0.78%      4.58%       -0.41%        1.96%     -9.69%     15.40%
 14 days       60       70.0%      2.03%      2.62%      7.02%        0.81%        4.44%    -17.47%     33.59%
 30 days       60       71.7%      4.07%      5.32%     11.55%        2.34%        8.30%    -15.39%     40.99%
 90 days       56       87.5%     12.42%     21.81%     26.42%       14.73%       28.88%    -28.79%     95.73%
180 days       55       94.5%     62.39%     60.28%     42.09%       48.90%       71.65%    -39.87%    201.98%
365 days       39       92.3%    133.98%    104.91%     57.97%       86.12%      123.70%    -36.96%    178.09%


========================================================================================================================

Chart 15: BTC-USD (Undervalued by 10.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $108.4K ($90.4K,-17% - $161.1K,+49%)
   +30d (1m): $128.0K,+18.1% ($95.9K,-12% - $170.8K,+58%)
   +60d (2m): $135.6K,+25.1% ($101.6K,-6% - $181.1K,+67%)
   +90d (3m): $143.8K,+32.7% ($107.7K,-1% - $192.0K,+77%)
   +180d (6m): $171.3K,+58.0% ($128.3K,+18% - $228.7K,+111%)
   +365d (1y): $245.4K,+126.4% ($183.7K,+69% - $327.8K,+202%)
   +EOY (184d): $172.6K,+59.3% ($129.3K,+19% - $230.5K,+113%)
   End-of-year outlook: 📈 Bullish Trend (+59.3%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈31%)
   📅 Days until EOY 2025: 184 days | EOY Target: $172.6K (+59.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.22%
Rounded target for matching: 4%
Similar historical periods found: 88
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       88       59.1%      0.94%      1.29%      8.66%       -0.54%        3.13%    -16.01%     37.75%
 14 days       88       51.1%      0.07%      2.53%     12.60%       -0.14%        5.20%    -15.01%     59.79%
 30 days       88       61.4%      5.86%      7.48%     17.70%        3.73%       11.23%    -28.87%     50.69%
 90 days       87       65.5%     10.89%     23.97%     46.87%       13.98%       33.96%    -53.06%    224.22%
180 days       83       73.5%     38.16%     64.03%    105.99%       40.88%       87.17%    -53.50%    457.43%
365 days       76       86.8%    127.33%    166.17%    217.46%      116.48%      215.86%    -73.43%   1350.31%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 31.30%
Rounded target for matching: 31%
Similar historical periods found: 31
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       31       64.5%      1.05%      2.94%      6.36%        0.61%        5.28%    -10.47%     17.95%
 14 days       31       71.0%      4.70%      7.30%     11.72%        2.99%       11.60%    -11.87%     42.44%
 30 days       31       71.0%     15.07%     15.08%     26.36%        5.41%       24.75%    -39.81%     92.21%
 90 days       31       83.9%     25.72%     41.08%     48.03%       23.46%       58.70%    -31.43%    156.18%
180 days       31       80.6%     66.64%    118.28%    128.73%       71.06%      165.49%    -38.36%    397.96%
365 days       30       80.0%    343.66%    411.30%    408.57%      258.74%      563.86%    -64.53%   1350.31%


========================================================================================================================

========================================================================================================================
🔴 TOP 15 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    WAL-USD         223.3%  0.927294    -95.6%   $0.000088          69.1%  1000d
2    AERO-USD        215.6%  0.846198    -89.0%   $0.000286          68.3%  1000d
3    TRUMP-USD        63.0%  0.802273    -93.7%   $0.000544          38.7%  365 d
4    APT-USD          41.0%  0.940897    -83.9%   $0.000131          29.1%  500 d
5    GRT-USD          32.4%  0.767153    -89.7%   $0.454301          24.5%  180 d
6    WBT-USD          30.3%  0.933092    203.7%   $46.82             23.2%  750 d
7    THETA-USD        26.3%  0.754595    -91.6%   $0.708864          20.9%  180 d
8    PEPE-USD         25.7%  0.778587    -98.3%   $0.000006          20.4%  90  d
9    STX-USD          21.9%  0.842781    -76.8%   $0.002834          17.9%  365 d
10   OP-USD           21.4%  0.830378    -90.7%   $0.609271          17.6%  180 d
11   XTZ-USD          19.7%  0.777659    -84.5%   $0.549608          16.4%  180 d
12   IP-USD           18.9%  0.712663    -99.7%   $3.26              15.9%  30  d
13   PYTH-USD         17.5%  0.800268    -90.7%   $0.111857          14.9%  180 d
14   FIL-USD          11.5%  0.709212    -78.5%   $2.39              10.3%  180 d
15   WLD-USD          11.3%  0.790250    -98.5%   $0.943372          10.1%  30  d

📊 DISPLAYING ALL 15 OVERVALUED CRYPTO WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: WAL-USD (Overvalued by 223.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (184d): $0.000006,-93.6% ($0.000001,-98% - $0.000022,-75%)
   End-of-year outlook: 📉 Bearish Trend (-93.6%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.000006 (-93.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: AERO-USD (Overvalued by 215.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000286 ($0.000021,-93% - $0.000392,+37%)
   +30d (1m): $0.000076,-73.6% ($0.000017,-94% - $0.000327,+14%)
   +60d (2m): $0.000063,-78.0% ($0.000015,-95% - $0.000273,-5%)
   +90d (3m): $0.000053,-81.6% ($0.000012,-96% - $0.000228,-20%)
   +180d (6m): $0.000030,-89.3% ($0.000007,-98% - $0.000132,-54%)
   +365d (1y): $0.000010,-96.5% ($0.000002,-99% - $0.000043,-85%)
   +EOY (184d): $0.000030,-89.6% ($0.000007,-98% - $0.000129,-55%)
   End-of-year outlook: 📉 Bearish Trend (-89.6%)
   Confidence: 84.6% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $0.000030 (-89.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: TRUMP-USD (Overvalued by 63.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000544 ($0.000152,-72% - $0.000730,+34%)
   +30d (1m): $0.000266,-51.1% ($0.000121,-78% - $0.000583,+7%)
   +60d (2m): $0.000212,-61.1% ($0.000097,-82% - $0.000465,-15%)
   +90d (3m): $0.000169,-69.0% ($0.000077,-86% - $0.000371,-32%)
   +180d (6m): $0.000085,-84.3% ($0.000039,-93% - $0.000189,-65%)
   +365d (1y): $0.000021,-96.1% ($0.000009,-98% - $0.000047,-91%)
   +EOY (184d): $0.000083,-84.8% ($0.000037,-93% - $0.000183,-66%)
   End-of-year outlook: 📉 Bearish Trend (-84.8%)
   Confidence: 80.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.000083 (-84.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -9.18%
Rounded target for matching: -9%
Similar historical periods found: 21
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       21       38.1%     -7.24%     -1.35%     20.89%      -10.86%        8.16%    -33.88%     49.13%
 14 days       21       52.4%      3.10%      1.12%     38.36%      -16.34%       18.58%    -50.05%     95.35%
 30 days       21       33.3%    -24.52%    -12.81%     43.98%      -32.83%        7.21%    -95.95%     90.12%
 90 days       21       47.6%     -7.66%     10.37%    113.15%      -41.13%       61.88%    -95.84%    473.97%
180 days       21       33.3%    -26.60%     42.16%    181.96%      -40.67%      124.98%    -98.64%    573.72%
365 days       18       38.9%    -31.01%    128.42%    336.22%      -38.78%      295.61%    -98.95%   1006.89%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.56%
Rounded target for matching: -5%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       37.5%     -8.24%     -0.89%     26.08%      -14.78%       13.01%    -33.88%     74.18%
 14 days       16       31.2%    -13.13%     -8.76%     34.48%      -27.13%        9.61%    -95.51%     63.03%
 30 days       16       50.0%     -7.68%    127.71%    529.84%     -154.62%      410.04%    -96.88%   2174.02%
 90 days       15       40.0%    -16.87%     19.40%     95.39%      -33.43%       72.22%    -96.16%    251.17%
180 days       15       40.0%    -14.40%     99.80%    219.09%      -21.53%      221.13%    -97.30%    684.57%
365 days       15       40.0%    -37.83%    679.46%   1512.27%     -158.01%     1516.93%    -84.67%   4968.28%


========================================================================================================================

Chart 4: APT-USD (Overvalued by 41.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (184d): $0.000037,-71.7% ($0.000026,-80% - $0.000053,-60%)
   End-of-year outlook: 📉 Bearish Trend (-71.7%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.000037 (-71.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 5: GRT-USD (Overvalued by 32.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301 ($0.240460,-47% - $0.489552,+8%)
   +30d (1m): $0.284660,-37.3% ($0.199057,-56% - $0.407076,-10%)
   +60d (2m): $0.236174,-48.0% ($0.164680,-64% - $0.338706,-25%)
   +90d (3m): $0.195947,-56.9% ($0.136158,-70% - $0.281989,-38%)
   +180d (6m): $0.111906,-75.4% ($0.076691,-83% - $0.163293,-64%)
   +365d (1y): $0.035381,-92.2% ($0.023234,-95% - $0.053879,-88%)
   +EOY (184d): $0.109155,-76.0% ($0.074750,-84% - $0.159394,-65%)
   End-of-year outlook: 📉 Bearish Trend (-76.0%)
   Confidence: 76.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $0.109155 (-76.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: WBT-USD (Overvalued by 30.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $46.82 ($25.40,-46% - $50.87,+9%)
   +30d (1m): $39.38,-15.9% ($27.82,-41% - $55.74,+19%)
   +60d (2m): $43.15,-7.9% ($30.48,-35% - $61.08,+30%)
   +90d (3m): $47.27,+1.0% ($33.39,-29% - $66.93,+43%)
   +180d (6m): $62.17,+32.8% ($43.89,-6% - $88.05,+88%)
   +365d (1y): $109.17,+133.1% ($76.98,+64% - $154.81,+231%)
   +EOY (184d): $62.93,+34.4% ($44.43,-5% - $89.14,+90%)
   End-of-year outlook: 📈 Bullish Trend (+34.4%)
   Confidence: 93.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈65%)
   📅 Days until EOY 2025: 184 days | EOY Target: $62.93 (+34.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 7: THETA-USD (Overvalued by 26.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.708864 ($0.375384,-47% - $0.838501,+18%)
   +30d (1m): $0.457538,-35.5% ($0.305362,-57% - $0.685551,-3%)
   +60d (2m): $0.373135,-47.4% ($0.248228,-65% - $0.560894,-21%)
   +90d (3m): $0.304301,-57.1% ($0.201645,-72% - $0.459219,-35%)
   +180d (6m): $0.165051,-76.7% ($0.107671,-85% - $0.253010,-64%)
   +365d (1y): $0.046934,-93.4% ($0.029175,-96% - $0.075502,-89%)
   +EOY (184d): $0.160624,-77.3% ($0.104696,-85% - $0.246426,-65%)
   End-of-year outlook: 📉 Bearish Trend (-77.3%)
   Confidence: 75.5% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $0.160624 (-77.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.02%
Rounded target for matching: -3%
Similar historical periods found: 39
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       39       51.3%      2.27%      0.57%     14.22%       -4.04%        5.18%    -34.55%     32.40%
 14 days       39       59.0%      1.99%      3.16%     22.69%       -4.19%       10.52%    -33.43%     67.04%
 30 days       39       61.5%      2.36%     20.18%     52.64%        3.12%       37.25%    -53.35%    236.03%
 90 days       39       48.7%     -5.94%     44.26%    127.50%        2.92%       85.59%    -50.82%    499.54%
180 days       39       46.2%     -8.35%    114.47%    308.75%       14.39%      214.56%    -70.40%   1345.08%
365 days       36       61.1%     44.75%    152.78%    401.26%       17.01%      288.54%    -87.35%   2050.96%


========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.90%
Rounded target for matching: -12%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       32.1%     -3.36%     -1.60%     12.42%       -6.41%        3.22%    -30.77%     39.69%
 14 days       28       35.7%     -6.48%     -6.10%     13.63%      -11.38%       -0.82%    -34.88%     17.71%
 30 days       28       28.6%    -16.20%     -4.82%     32.36%      -17.37%        7.73%    -49.98%    101.43%
 90 days       28       25.0%    -24.48%     -4.70%     55.51%      -26.23%       16.82%    -70.44%    197.42%
180 days       28       32.1%    -15.79%     11.95%    167.41%      -52.96%       76.87%    -78.93%    856.99%
365 days       24       33.3%    -28.66%    694.46%   3080.74%     -606.42%     1995.34%    -85.54%  15443.36%


========================================================================================================================

Chart 8: PEPE-USD (Overvalued by 25.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.000006 ($0.000004,-42% - $0.000007,+9%)
   +30d (1m): $0.000004,-43.0% ($0.000003,-59% - $0.000005,-21%)
   +60d (2m): $0.000003,-59.2% ($0.000002,-71% - $0.000004,-43%)
   +90d (3m): $0.000002,-70.8% ($0.000001,-79% - $0.000003,-59%)
   +180d (6m): $0.000001,-89.3% ($0.000000,-93% - $0.000001,-84%)
   +365d (1y): $0.000000,-98.6% ($0.000000,-99% - $0.000000,-98%)
   +EOY (184d): $0.000001,-89.8% ($0.000000,-93% - $0.000001,-84%)
   End-of-year outlook: 📉 Bearish Trend (-89.8%)
   Confidence: 77.9% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $0.000001 (-89.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: STX-USD (Overvalued by 21.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001623,-43% - $0.003333,+18%)
   +30d (1m): $0.002063,-27.2% ($0.001439,-49% - $0.002958,+4%)
   +60d (2m): $0.001830,-35.4% ($0.001276,-55% - $0.002625,-7%)
   +90d (3m): $0.001623,-42.7% ($0.001131,-60% - $0.002330,-18%)
   +180d (6m): $0.001133,-60.0% ($0.000787,-72% - $0.001630,-42%)
   +365d (1y): $0.000541,-80.9% ($0.000373,-87% - $0.000784,-72%)
   +EOY (184d): $0.001115,-60.7% ($0.000775,-73% - $0.001604,-43%)
   End-of-year outlook: 📉 Bearish Trend (-60.7%)
   Confidence: 84.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.001115 (-60.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.10%
Rounded target for matching: 5%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       35.7%     -1.09%      0.39%     14.77%       -8.14%        8.92%    -19.94%     38.65%
 14 days       14       35.7%     -9.06%     -0.28%     20.34%      -12.03%       11.46%    -27.51%     53.33%
 30 days       14       64.3%     25.41%     23.13%     35.86%        2.42%       43.83%    -21.06%     86.37%
 90 days       14       50.0%      4.24%    729.02%   2646.39%     -798.96%     2257.00%    -99.06%  10269.71%
180 days       13       46.2%    -12.37%     13.29%     86.03%      -38.70%       65.28%    -99.24%    226.41%
365 days       13       53.8%     35.99%     77.14%    196.22%      -41.44%      195.71%    -99.86%    478.11%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.57%
Rounded target for matching: -9%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       63.6%      3.56%      2.44%     13.15%       -6.39%       11.28%    -22.96%     26.35%
 14 days       11       81.8%      8.95%     10.69%     28.15%       -8.22%       29.61%    -28.66%     82.41%
 30 days       11       54.5%     21.92%     14.68%     34.63%       -8.58%       37.95%    -23.38%     95.57%
 90 days       11       63.6%     51.66%     79.63%    125.54%       -4.71%      163.97%    -99.34%    339.51%
180 days       11       81.8%     81.97%    209.66%    342.39%      -20.36%      439.68%    -99.50%   1212.96%
365 days       10       90.0%    434.13%    870.99%    954.50%      188.18%     1553.80%    -99.28%   2462.06%


========================================================================================================================

Chart 10: OP-USD (Overvalued by 21.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.609271 ($0.369747,-39% - $0.680946,+12%)
   +30d (1m): $0.412667,-32.3% ($0.303502,-50% - $0.561097,-8%)
   +60d (2m): $0.339383,-44.3% ($0.248992,-59% - $0.462588,-24%)
   +90d (3m): $0.279114,-54.2% ($0.204166,-66% - $0.381574,-37%)
   +180d (6m): $0.155258,-74.5% ($0.112225,-82% - $0.214793,-65%)
   +365d (1y): $0.046499,-92.4% ($0.032401,-95% - $0.066732,-89%)
   +EOY (184d): $0.151263,-75.2% ($0.109268,-82% - $0.209397,-66%)
   End-of-year outlook: 📉 Bearish Trend (-75.2%)
   Confidence: 83.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-17%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.151263 (-75.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.93%
Rounded target for matching: -2%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       32.0%     -2.58%     -0.93%     12.09%       -5.92%        4.06%    -21.05%     31.23%
 14 days       25       40.0%     -5.17%     -1.42%     20.76%       -9.99%        7.15%    -36.86%     48.21%
 30 days       25       52.0%      0.71%   6682.99%  32714.65%    -6820.95%    20186.93%    -35.91% 166951.33%
 90 days       24       45.8%    -11.16%  36589.48%  82003.38%     1962.49%    71216.47%    -58.03% 240404.80%
180 days       23       43.5%    -11.06% 114780.97% 250482.66%     6464.14%   223097.79%    -65.12% 713827.01%
365 days       16       68.8%     26.44%  84404.37% 146375.52%     6406.37%   162402.38%    -80.13% 351138.38%


========================================================================================================================
OP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -16.88%
Rounded target for matching: -17%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       66.7%      1.54%      0.86%      6.26%       -5.71%        7.42%     -9.95%     10.24%
 14 days        6       50.0%     -1.86%     -0.81%      8.05%       -9.26%        7.63%     -9.98%     13.09%
 30 days        6       16.7%    -12.14%     -5.96%     26.94%      -34.24%       22.31%    -30.12%     50.28%
 90 days        6       16.7%    -20.80%     16.07%     97.17%      -85.90%      118.05%    -52.03%    229.75%
180 days        5       20.0%     -3.49%     11.82%     72.22%      -77.85%      101.49%    -47.47%    151.18%
365 days        3       33.3%    -70.25%    -35.43%     54.80%     -171.56%      100.69%    -77.98%     41.93%


========================================================================================================================

Chart 11: XTZ-USD (Overvalued by 19.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.549608 ($0.345917,-37% - $0.609714,+11%)
   +30d (1m): $0.393944,-28.3% ($0.296199,-46% - $0.523946,-5%)
   +60d (2m): $0.337926,-38.5% ($0.253501,-54% - $0.450467,-18%)
   +90d (3m): $0.289873,-47.3% ($0.216853,-61% - $0.387479,-29%)
   +180d (6m): $0.182964,-66.7% ($0.135371,-75% - $0.247289,-55%)
   +365d (1y): $0.071053,-87.1% ($0.050812,-91% - $0.099356,-82%)
   +EOY (184d): $0.179260,-67.4% ($0.132554,-76% - $0.242424,-56%)
   End-of-year outlook: 📉 Bearish Trend (-67.4%)
   Confidence: 77.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-16%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.179260 (-67.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.58%
Rounded target for matching: -3%
Similar historical periods found: 46
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       46       47.8%     -0.94%     -1.92%     10.75%       -5.11%        1.27%    -26.45%     23.22%
 14 days       46       37.0%     -2.18%     -3.95%     15.54%       -8.56%        0.67%    -31.17%     40.33%
 30 days       46       39.1%     -6.28%      3.67%     38.31%       -7.71%       15.04%    -45.82%    163.88%
 90 days       46       34.8%    -16.80%     -8.85%     42.15%      -21.36%        3.67%    -71.11%    123.83%
180 days       45       33.3%    -25.53%     -8.57%     54.46%      -24.93%        7.79%    -82.52%    121.97%
365 days       42       33.3%    -20.91%    -15.31%     57.89%      -33.35%        2.72%    -89.71%    205.68%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.86%
Rounded target for matching: -16%
Similar historical periods found: 32
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       32       40.6%     -2.15%     -0.58%     10.27%       -4.28%        3.12%    -22.43%     31.00%
 14 days       32       46.9%     -2.17%     -1.16%     11.10%       -5.17%        2.84%    -23.49%     26.79%
 30 days       32       46.9%     -1.98%      3.38%     26.64%       -6.23%       12.98%    -38.49%     88.46%
 90 days       32       59.4%     32.88%     29.26%     52.32%       10.39%       48.12%    -64.81%    138.76%
180 days       31       64.5%     16.41%     26.68%     61.80%        4.01%       49.35%    -78.61%    199.83%
365 days       26       42.3%     -2.64%     39.02%     88.10%        3.44%       74.60%    -72.48%    227.70%


========================================================================================================================

Chart 12: IP-USD (Overvalued by 18.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $3.26 ($2.27,-31% - $3.32,+2%)
   +30d (1m): $1.70,-48.0% ($1.32,-59% - $2.18,-33%)
   +60d (2m): $1.05,-67.8% ($0.749826,-77% - $1.47,-55%)
   +90d (3m): $0.649986,-80.1% ($0.419753,-87% - $1.01,-69%)
   +180d (6m): $0.153975,-95.3% ($0.071906,-98% - $0.329716,-90%)
   +365d (1y): $0.007976,-99.8% ($0.001864,-100% - $0.034128,-99%)
   +EOY (184d): $0.144429,-95.6% ($0.066459,-98% - $0.313872,-90%)
   End-of-year outlook: 📉 Bearish Trend (-95.6%)
   Confidence: 71.3% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $0.144429 (-95.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 13: PYTH-USD (Overvalued by 17.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.111857 ($0.067950,-39% - $0.133360,+19%)
   +30d (1m): $0.078305,-30.0% ($0.055776,-50% - $0.109933,-2%)
   +60d (2m): $0.064412,-42.4% ($0.045756,-59% - $0.090675,-19%)
   +90d (3m): $0.052985,-52.6% ($0.037515,-66% - $0.074833,-33%)
   +180d (6m): $0.029491,-73.6% ($0.020608,-82% - $0.042203,-62%)
   +365d (1y): $0.008844,-92.1% ($0.005935,-95% - $0.013179,-88%)
   +EOY (184d): $0.028733,-74.3% ($0.020065,-82% - $0.041147,-63%)
   End-of-year outlook: 📉 Bearish Trend (-74.3%)
   Confidence: 80.0% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $0.028733 (-74.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PYTH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.61%
Rounded target for matching: -2%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       33.3%     -5.82%     -0.27%     10.85%      -11.65%       11.11%    -10.41%     18.28%
 14 days        6       83.3%      4.52%      4.22%      8.50%       -4.70%       13.14%    -10.93%     17.31%
 30 days        6       33.3%     -7.95%     -5.90%     15.92%      -22.60%       10.80%    -24.75%     18.01%
 90 days        6       50.0%      6.69%     -2.26%     32.94%      -36.83%       32.31%    -68.09%     33.26%
180 days        6        0.0%    -41.49%    -39.01%     22.58%      -62.71%      -15.32%    -71.68%     -8.14%


========================================================================================================================

Chart 14: FIL-USD (Overvalued by 11.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $2.39 ($1.62,-32% - $2.84,+19%)
   +30d (1m): $1.89,-20.9% ($1.43,-40% - $2.51,+5%)
   +60d (2m): $1.67,-30.3% ($1.26,-48% - $2.21,-7%)
   +90d (3m): $1.47,-38.6% ($1.10,-54% - $1.96,-18%)
   +180d (6m): $1.01,-58.0% ($0.747488,-69% - $1.35,-43%)
   +365d (1y): $0.461720,-80.7% ($0.331740,-86% - $0.642628,-73%)
   +EOY (184d): $0.989242,-58.7% ($0.734584,-69% - $1.33,-44%)
   End-of-year outlook: 📉 Bearish Trend (-58.7%)
   Confidence: 70.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-14%)
   📅 Days until EOY 2025: 184 days | EOY Target: $0.989242 (-58.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FIL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.73%
Rounded target for matching: -5%
Similar historical periods found: 42
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       42       54.8%      0.73%      3.40%     13.47%       -0.80%        7.60%    -20.56%     54.96%
 14 days       42       57.1%      1.85%      5.23%     21.70%       -1.54%       11.99%    -36.42%     63.53%
 30 days       42       50.0%      0.48%     11.15%     40.63%       -1.51%       23.81%    -57.43%    164.44%
 90 days       39       59.0%      9.25%     39.76%     98.78%        7.74%       71.78%    -67.89%    496.90%
180 days       37       70.3%     19.98%     72.09%    166.64%       16.53%      127.65%    -84.44%    806.54%
365 days       32       65.6%     11.39%    161.18%    450.18%       -1.12%      323.49%    -92.83%   2391.65%


========================================================================================================================
FIL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.93%
Rounded target for matching: -14%
Similar historical periods found: 25
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       25       48.0%     -0.70%     -0.55%      9.94%       -4.65%        3.55%    -23.74%     28.07%
 14 days       25       40.0%     -1.44%     -2.31%     17.04%       -9.35%        4.72%    -49.57%     37.22%
 30 days       25       24.0%     -7.92%     -4.90%     31.52%      -17.91%        8.11%    -56.69%     86.26%
 90 days       24       58.3%      1.89%     26.23%    134.82%      -30.70%       83.16%    -70.43%    643.73%
180 days       23       47.8%    -18.18%     31.76%    106.11%      -14.13%       77.64%    -87.12%    286.93%
365 days       18       55.6%      8.34%    100.06%    212.33%       -5.53%      205.65%    -93.19%    649.81%


========================================================================================================================

Chart 15: WLD-USD (Overvalued by 11.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.943372 ($0.758103,-20% - $0.948416,+1%)
   +30d (1m): $0.599640,-36.4% ($0.518203,-45% - $0.693877,-26%)
   +60d (2m): $0.424051,-55.0% ($0.348073,-63% - $0.516614,-45%)
   +90d (3m): $0.299879,-68.2% ($0.232132,-75% - $0.387398,-59%)
   +180d (6m): $0.106054,-88.8% ($0.067901,-93% - $0.165645,-82%)
   +365d (1y): $0.012520,-98.7% ($0.005345,-99% - $0.029330,-97%)
   +EOY (184d): $0.101266,-89.3% ($0.064278,-93% - $0.159540,-83%)
   End-of-year outlook: 📉 Bearish Trend (-89.3%)
   Confidence: 79.0% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $0.101266 (-89.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WLD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -16.21%
Rounded target for matching: -16%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       58.3%      3.35%      5.34%     17.52%       -5.79%       16.48%    -25.27%     33.33%
 14 days       12       50.0%      6.02%   2737.50%   8954.16%    -2951.70%     8426.70%    -41.30%  32433.94%
 30 days       12       58.3%     17.57%   1754.93%   5681.25%    -1854.76%     5364.63%    -56.64%  20595.25%
 90 days       10       70.0%     82.76%   3232.97%   6661.55%    -1532.41%     7998.36%    -69.63%  20282.50%
180 days       10       40.0%    -14.52%  10941.87%  14452.22%      603.37%    21280.37%    -67.28%  38333.73%
365 days        8       50.0%  19276.37%  39091.47%  48412.62%    -1382.49%    79565.44%    -84.85% 131328.51%


========================================================================================================================
WLD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 22.52%
Rounded target for matching: 23%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       28.6%     -7.98%     -8.60%      8.69%      -16.64%       -0.56%    -21.33%      4.70%
 14 days        7       28.6%    -18.76%     -5.05%     25.18%      -28.34%       18.24%    -24.54%     53.21%
 30 days        7       28.6%    -35.57%     45.65%    128.25%      -72.97%      164.26%    -40.33%    259.09%
 90 days        7       28.6%    -40.40%      0.10%     76.90%      -71.03%       71.22%    -68.09%    136.00%
180 days        6        0.0%    -23.86%    -19.74%     13.49%      -33.89%       -5.59%    -39.75%     -1.00%
365 days        6       66.7%  22231.37%  15658.06%  11163.73%     3942.44%    27373.67%    -22.27%  26295.25%


========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 98
Average R-squared: 0.7244
Best R-squared: 0.988822
Average annual growth: 341822.2%

Valuation breakdown:
  🟡 FAIR_VALUE: 23 (23.5%) - Hold/Monitor
  🔴 OVERVALUED: 16 (16.3%) - Sell Warnings
  🟢 UNDERVALUED: 16 (16.3%) - Buy Opportunities

Optimal window distribution:
  30 days: 16 instruments (16.3%)
  60 days: 9 instruments (9.2%)
  90 days: 8 instruments (8.2%)
  120 days: 3 instruments (3.1%)
  180 days: 21 instruments (21.4%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 16
  🔴 High-quality overvalued warnings: 16
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

========================================================================================================================
🔥 TOP 8 CURRENCY INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GBPUSD=X        0.942096 120 d        41.5%   1.3725          🟡 FAIR          -0.1%
2    DX-Y.NYB        0.914945 120 d       -31.1%   97.400          🟡 FAIR           0.5%
3    EURUSD=X        0.913524 120 d        50.7%   1.1692          🟡 FAIR           0.0%
4    USDCHF=X        0.888520 120 d       -35.7%   0.8009          🟡 FAIR          -0.1%
5    USDCAD=X        0.831630 90  d       -21.9%   1.3643          🟡 FAIR           0.4%
6    NZDUSD=X        0.781793 120 d        28.6%   0.6059          🟡 FAIR           0.2%
7    USDJPY=X        0.760371 120 d       -24.4%   144.69          🟡 FAIR           2.2%
8    AUDUSD=X        0.634800 1000d        -4.8%   0.6546          🟡 FAIR           nan%

📊 DISPLAYING ALL 8 CURRENCY TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GBPUSD=X (R² = 0.9421)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3725 (1.3510,-2% - 1.3961,+2%)
   +30d (1m): 1.4131,+3.0% (1.3897,+1% - 1.4368,+5%)
   +60d (2m): 1.4540,+5.9% (1.4294,+4% - 1.4789,+8%)
   +90d (3m): 1.4960,+9.0% (1.4702,+7% - 1.5223,+11%)
   +180d (6m): 1.6297,+18.7% (1.5987,+16% - 1.6612,+21%)
   +365d (1y): 1.9430,+41.6% (1.8963,+38% - 1.9908,+45%)
   +EOY (184d): 1.6359,+19.2% (1.6046,+17% - 1.6677,+22%)
   End-of-year outlook: 📈 Bullish Trend (+19.2%)
   Confidence: 94.2% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: 1.6359 (+19.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.14%
Rounded target for matching: 3%
Similar historical periods found: 438
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      438       46.8%     -0.12%     -0.12%      1.29%       -0.24%        0.00%     -4.07%      4.47%
 14 days      438       47.5%     -0.11%     -0.02%      1.86%       -0.20%        0.15%     -6.01%      7.11%
 30 days      438       48.9%     -0.04%     -0.04%      2.62%       -0.29%        0.20%    -11.49%     10.74%
 90 days      414       55.1%      0.52%      0.10%      4.22%       -0.30%        0.51%    -11.59%     14.08%
180 days      414       54.1%      0.72%     -0.17%      6.20%       -0.77%        0.43%    -24.09%     11.11%
365 days      404       38.4%     -1.93%     -2.78%      8.88%       -3.65%       -1.92%    -32.38%     13.77%


========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.70%
Rounded target for matching: 9%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       29.2%     -0.60%     -0.49%      1.07%       -0.95%       -0.04%     -3.05%      1.59%
 14 days       24       29.2%     -0.80%     -0.82%      1.60%       -1.50%       -0.14%     -4.67%      2.58%
 30 days       24       33.3%     -0.62%     -0.18%      1.64%       -0.87%        0.51%     -3.05%      3.29%
 90 days       24       41.7%     -1.04%     -0.48%      3.64%       -2.02%        1.05%     -6.35%      6.46%
180 days       24       45.8%     -0.50%     -1.49%      5.58%       -3.84%        0.87%    -13.19%      5.90%
365 days       24       62.5%      1.06%      0.12%      6.71%       -2.71%        2.96%    -15.27%      8.02%


========================================================================================================================

Chart 2: DX-Y.NYB (R² = 0.9149)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 97.400 (94.854,-3% - 99.065,+2%)
   +30d (1m): 94.011,-3.5% (91.961,-6% - 96.106,-1%)
   +60d (2m): 91.173,-6.4% (89.146,-8% - 93.247,-4%)
   +90d (3m): 88.421,-9.2% (86.406,-11% - 90.483,-7%)
   +180d (6m): 80.654,-17.2% (78.635,-19% - 82.724,-15%)
   +365d (1y): 66.764,-31.5% (64.653,-34% - 68.943,-29%)
   +EOY (184d): 80.325,-17.5% (78.305,-20% - 82.396,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.5%)
   Confidence: 91.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: 80.325 (-17.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.45%
Rounded target for matching: -3%
Similar historical periods found: 1111
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1111       42.7%     -0.22%     -0.18%      1.33%       -0.26%       -0.10%     -4.57%      6.77%
 14 days     1111       39.2%     -0.49%     -0.38%      1.85%       -0.49%       -0.27%     -6.54%      6.33%
 30 days     1111       42.9%     -0.53%     -0.38%      2.86%       -0.55%       -0.22%     -8.18%     13.16%
 90 days     1091       46.3%     -0.80%     -0.24%      4.93%       -0.53%        0.06%    -12.49%     19.58%
180 days     1090       44.4%     -0.93%     -0.43%      7.15%       -0.85%       -0.00%    -22.49%     17.95%
365 days     1067       53.2%      0.92%      0.65%     10.71%        0.01%        1.29%    -29.70%     26.01%


========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.12%
Rounded target for matching: -9%
Similar historical periods found: 241
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      241       46.1%     -0.22%     -0.08%      1.58%       -0.28%        0.12%     -4.80%      4.57%
 14 days      241       44.4%     -0.27%     -0.23%      1.93%       -0.48%        0.01%     -4.89%      6.61%
 30 days      241       53.1%      0.28%      0.03%      2.59%       -0.30%        0.36%     -6.40%     10.51%
 90 days      241       54.8%      0.48%      0.84%      5.55%        0.13%        1.54%    -11.45%     16.20%
180 days      241       53.1%      0.79%      0.66%      9.56%       -0.55%        1.87%    -20.62%     18.76%
365 days      241       68.9%      2.77%      0.54%     12.18%       -1.01%        2.08%    -27.05%     26.68%


========================================================================================================================

Chart 3: EURUSD=X (R² = 0.9135)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.1692 (1.1410,-2% - 1.1973,+2%)
   +30d (1m): 1.2089,+3.4% (1.1797,+1% - 1.2388,+6%)
   +60d (2m): 1.2503,+6.9% (1.2195,+4% - 1.2818,+10%)
   +90d (3m): 1.2931,+10.6% (1.2605,+8% - 1.3266,+13%)
   +180d (6m): 1.4306,+22.4% (1.3910,+19% - 1.4714,+26%)
   +365d (1y): 1.7609,+50.6% (1.6993,+45% - 1.8247,+56%)
   +EOY (184d): 1.4370,+22.9% (1.3970,+19% - 1.4782,+26%)
   End-of-year outlook: 📈 Bullish Trend (+22.9%)
   Confidence: 91.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: 1.4370 (+22.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.46%
Rounded target for matching: 4%
Similar historical periods found: 300
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      300       53.7%      0.13%      0.09%      1.55%       -0.08%        0.27%     -4.86%      4.85%
 14 days      300       55.3%      0.29%      0.23%      1.93%        0.01%        0.45%     -5.23%      5.12%
 30 days      300       54.0%      0.28%      0.60%      2.76%        0.29%        0.92%     -6.87%      6.82%
 90 days      283       60.1%      1.43%      0.87%      4.18%        0.38%        1.36%    -11.62%      9.02%
180 days      283       48.4%     -0.14%     -0.60%      7.27%       -1.45%        0.25%    -18.97%     13.60%
365 days      283       33.9%     -4.05%     -3.03%      7.31%       -3.89%       -2.18%    -23.39%     17.27%


========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.91%
Rounded target for matching: 12%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       31.6%     -0.98%     -0.92%      2.20%       -1.99%        0.14%     -5.07%      2.70%
 14 days       19       26.3%     -1.89%     -1.72%      2.31%       -2.84%       -0.61%     -5.23%      1.97%
 30 days       19       10.5%     -3.07%     -2.83%      2.47%       -4.02%       -1.64%     -6.47%      2.47%
 90 days       19       21.1%     -1.47%     -1.53%      3.16%       -3.05%       -0.01%     -5.55%      5.91%
180 days       19       36.8%     -2.95%     -3.31%      6.46%       -6.42%       -0.19%    -14.20%      5.43%
365 days       19        0.0%     -5.10%     -5.86%      3.16%       -7.38%       -4.33%    -13.14%     -1.69%


========================================================================================================================

Chart 4: USDCHF=X (R² = 0.8885)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.8009 (0.7777,-3% - 0.8256,+3%)
   +30d (1m): 0.7728,-3.5% (0.7497,-6% - 0.7965,-1%)
   +60d (2m): 0.7452,-7.0% (0.7225,-10% - 0.7686,-4%)
   +90d (3m): 0.7186,-10.3% (0.6962,-13% - 0.7418,-7%)
   +180d (6m): 0.6445,-19.5% (0.6224,-22% - 0.6674,-17%)
   +365d (1y): 0.5153,-35.7% (0.4930,-38% - 0.5385,-33%)
   +EOY (184d): 0.6414,-19.9% (0.6193,-23% - 0.6643,-17%)
   End-of-year outlook: 📉 Bearish Trend (-19.9%)
   Confidence: 88.9% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: 0.6414 (-19.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.04%
Rounded target for matching: -4%
Similar historical periods found: 271
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      271       51.3%      0.03%     -0.03%      1.65%       -0.23%        0.17%     -5.35%      5.54%
 14 days      271       43.2%     -0.29%     -0.28%      2.06%       -0.52%       -0.03%     -5.69%      5.68%
 30 days      271       50.2%      0.04%     -0.16%      2.69%       -0.49%        0.16%     -9.14%      7.86%
 90 days      267       52.1%      0.28%     -0.01%      5.17%       -0.63%        0.62%    -16.62%     14.38%
180 days      267       48.7%     -0.08%     -0.10%      6.29%       -0.86%        0.65%    -15.11%     14.21%
365 days      252       51.6%      0.40%     -0.14%      6.51%       -0.95%        0.66%    -18.23%     15.11%


========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.37%
Rounded target for matching: -11%
Similar historical periods found: 40
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       40       55.0%      0.17%      0.04%      2.51%       -0.76%        0.85%     -4.99%      4.45%
 14 days       40       47.5%     -0.09%      0.70%      3.62%       -0.46%        1.85%     -8.52%     10.64%
 30 days       40       55.0%      1.42%      1.40%      5.27%       -0.28%        3.09%    -12.83%     16.15%
 90 days       40       82.5%      6.66%      6.41%      5.52%        4.64%        8.17%     -5.66%     18.63%
180 days       40       95.0%      9.85%      9.78%      7.16%        7.50%       12.07%    -15.73%     21.65%
365 days       40       90.0%      7.27%      7.18%      5.72%        5.36%        9.01%     -8.44%     17.49%


========================================================================================================================

Chart 5: USDCAD=X (R² = 0.8316)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: 1.3643 (1.3371,-2% - 1.3807,+1%)
   +30d (1m): 1.3314,-2.4% (1.3096,-4% - 1.3535,-1%)
   +60d (2m): 1.3047,-4.4% (1.2825,-6% - 1.3272,-3%)
   +90d (3m): 1.2785,-6.3% (1.2557,-8% - 1.3016,-5%)
   +180d (6m): 1.2030,-11.8% (1.1776,-14% - 1.2289,-10%)
   +365d (1y): 1.0615,-22.2% (1.0296,-25% - 1.0944,-20%)
   +EOY (184d): 1.1997,-12.1% (1.1742,-14% - 1.2258,-10%)
   End-of-year outlook: 📉 Bearish Trend (-12.1%)
   Confidence: 83.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 184 days | EOY Target: 1.1997 (-12.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.23%
Rounded target for matching: -2%
Similar historical periods found: 641
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      641       54.3%      0.13%      0.13%      1.30%        0.03%        0.24%     -3.99%      7.51%
 14 days      641       54.6%      0.23%      0.26%      1.87%        0.12%        0.41%     -4.84%     14.08%
 30 days      641       57.3%      0.48%      0.42%      2.49%        0.22%        0.61%     -7.31%     15.23%
 90 days      635       58.0%      1.06%      0.72%      4.47%        0.37%        1.07%    -12.96%     23.19%
180 days      634       56.5%      0.98%      1.10%      6.41%        0.60%        1.60%    -15.03%     26.02%
365 days      616       56.5%      1.59%      1.83%      8.91%        1.13%        2.54%    -17.63%     27.90%


========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.85%
Rounded target for matching: -4%
Similar historical periods found: 307
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      307       49.2%     -0.03%      0.04%      1.18%       -0.09%        0.17%     -3.54%      3.98%
 14 days      307       45.3%     -0.18%     -0.10%      1.65%       -0.28%        0.09%     -6.17%      4.41%
 30 days      307       44.0%     -0.44%     -0.14%      2.21%       -0.39%        0.11%     -8.08%      5.97%
 90 days      298       45.6%     -0.54%     -0.33%      3.65%       -0.74%        0.09%    -11.20%     10.73%
180 days      298       49.3%     -0.05%      0.88%      6.23%        0.17%        1.59%    -12.89%     24.43%
365 days      298       55.4%      1.22%      1.39%      8.90%        0.37%        2.40%    -16.41%     29.60%


========================================================================================================================

Chart 6: NZDUSD=X (R² = 0.7818)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.6059 (0.5897,-3% - 0.6203,+2%)
   +30d (1m): 0.6174,+1.9% (0.6018,-1% - 0.6335,+5%)
   +60d (2m): 0.6303,+4.0% (0.6140,+1% - 0.6471,+7%)
   +90d (3m): 0.6435,+6.2% (0.6264,+3% - 0.6610,+9%)
   +180d (6m): 0.6846,+13.0% (0.6646,+10% - 0.7051,+16%)
   +365d (1y): 0.7775,+28.3% (0.7489,+24% - 0.8072,+33%)
   +EOY (184d): 0.6865,+13.3% (0.6664,+10% - 0.7072,+17%)
   End-of-year outlook: 📈 Bullish Trend (+13.3%)
   Confidence: 78.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 184 days | EOY Target: 0.6865 (+13.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.15%
Rounded target for matching: 3%
Similar historical periods found: 391
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      391       57.3%      0.25%      0.26%      1.90%        0.07%        0.45%     -5.02%      7.19%
 14 days      391       55.5%      0.32%      0.22%      2.63%       -0.04%        0.48%     -8.18%     10.90%
 30 days      391       52.4%      0.24%      0.18%      3.56%       -0.17%        0.54%    -11.54%      9.28%
 90 days      383       50.1%      0.01%      0.29%      6.24%       -0.34%        0.92%    -16.73%     22.70%
180 days      383       51.2%      0.15%      0.34%      9.56%       -0.62%        1.30%    -32.90%     37.88%
365 days      375       51.2%      0.50%     -0.72%     12.39%       -1.98%        0.54%    -31.57%     38.93%


========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.20%
Rounded target for matching: 6%
Similar historical periods found: 247
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      247       47.0%     -0.08%     -0.31%      1.85%       -0.54%       -0.08%     -8.75%      3.38%
 14 days      247       42.5%     -0.50%     -0.53%      2.54%       -0.85%       -0.21%     -8.07%      5.20%
 30 days      247       45.3%     -0.50%     -0.48%      3.36%       -0.90%       -0.06%     -8.98%      8.74%
 90 days      244       48.4%     -0.14%     -0.73%      5.44%       -1.41%       -0.04%    -16.31%     16.49%
180 days      244       47.5%     -0.32%      0.08%      8.64%       -1.00%        1.17%    -34.32%     25.31%
365 days      240       38.3%     -2.90%     -3.30%     10.41%       -4.63%       -1.98%    -27.36%     23.76%


========================================================================================================================

Chart 7: USDJPY=X (R² = 0.7604)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 144.69 (137.41,-5% - 145.91,+1%)
   +30d (1m): 138.38,-4.4% (134.23,-7% - 142.66,-1%)
   +60d (2m): 135.23,-6.5% (131.09,-9% - 139.50,-4%)
   +90d (3m): 132.15,-8.7% (128.01,-12% - 136.43,-6%)
   +180d (6m): 123.34,-14.8% (119.10,-18% - 127.74,-12%)
   +365d (1y): 107.03,-26.0% (102.38,-29% - 111.89,-23%)
   +EOY (184d): 122.96,-15.0% (118.71,-18% - 127.37,-12%)
   End-of-year outlook: 📉 Bearish Trend (-15.0%)
   Confidence: 76.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 184 days | EOY Target: 122.96 (-15.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.63%
Rounded target for matching: -1%
Similar historical periods found: 882
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      882       54.8%      0.15%      0.07%      1.48%       -0.03%        0.17%     -6.18%      6.96%
 14 days      882       54.9%      0.18%      0.12%      2.13%       -0.02%        0.26%     -6.21%      7.97%
 30 days      882       50.8%      0.03%      0.16%      3.08%       -0.04%        0.36%     -8.51%     10.85%
 90 days      874       54.3%      0.35%      0.70%      5.81%        0.32%        1.09%    -15.74%     20.32%
180 days      865       60.9%      1.85%      2.58%      8.61%        2.00%        3.15%    -16.13%     32.57%
365 days      861       57.8%      2.63%      5.41%     13.57%        4.50%        6.32%    -26.34%     36.46%


========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.76%
Rounded target for matching: -5%
Similar historical periods found: 274
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      274       52.2%      0.08%      0.03%      1.50%       -0.15%        0.21%     -4.95%      5.09%
 14 days      274       55.5%      0.23%      0.14%      2.02%       -0.10%        0.38%     -5.32%      5.41%
 30 days      274       60.6%      0.54%      0.26%      3.14%       -0.12%        0.63%    -11.08%     10.46%
 90 days      271       62.7%      1.51%      1.01%      5.42%        0.36%        1.66%    -11.23%     15.82%
180 days      261       61.3%      2.30%      2.14%      7.63%        1.21%        3.07%    -13.14%     27.36%
365 days      255       50.6%      0.23%      1.81%     11.76%        0.36%        3.26%    -18.18%     34.65%


========================================================================================================================

Chart 8: AUDUSD=X (R² = 0.6348)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 0.6546 (0.5938,-9% - 0.6665,+2%)
   +30d (1m): 0.6266,-4.3% (0.5914,-10% - 0.6638,+1%)
   +60d (2m): 0.6241,-4.7% (0.5890,-10% - 0.6612,+1%)
   +90d (3m): 0.6216,-5.1% (0.5867,-10% - 0.6585,+1%)
   +180d (6m): 0.6141,-6.2% (0.5796,-11% - 0.6507,-1%)
   +365d (1y): 0.5991,-8.5% (0.5654,-14% - 0.6348,-3%)
   +EOY (184d): 0.6138,-6.2% (0.5793,-12% - 0.6503,-1%)
   End-of-year outlook: 📉 Bearish Trend (-6.2%)
   Confidence: 63.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 67 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 184 days | EOY Target: 0.6138 (-6.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.19%
Rounded target for matching: 2%
Similar historical periods found: 445
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      445       49.2%     -0.02%      0.00%      1.62%       -0.15%        0.15%     -5.12%      5.96%
 14 days      445       51.5%      0.06%      0.00%      2.64%       -0.24%        0.25%     -9.55%      7.36%
 30 days      445       47.4%     -0.21%      0.95%     23.89%       -1.28%        3.17%    -15.17%    498.07%
 90 days      435       46.0%     -0.32%      0.19%     25.19%       -2.19%        2.56%    -37.30%    499.40%
180 days      431       45.0%     -1.22%     -1.32%     10.47%       -2.31%       -0.32%    -33.01%     38.96%
365 days      403       41.4%     -3.03%     -1.48%     12.75%       -2.73%       -0.23%    -27.69%     38.16%


========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.04%
Rounded target for matching: 3%
Similar historical periods found: 304
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      304       51.3%      0.07%      0.02%      1.72%       -0.18%        0.21%     -6.04%      5.92%
 14 days      304       52.3%      0.13%      1.46%     27.64%       -1.66%        4.58%     -9.42%    480.89%
 30 days      304       51.0%      0.07%     -0.04%      3.80%       -0.47%        0.39%    -15.17%     12.28%
 90 days      296       60.8%      1.57%      0.49%      7.12%       -0.33%        1.30%    -33.26%     23.62%
180 days      296       51.0%      0.10%     -0.80%     10.31%       -1.97%        0.38%    -31.86%     43.02%
365 days      262       45.0%     -2.29%     -0.71%     12.98%       -2.29%        0.87%    -26.10%     39.50%


========================================================================================================================

CURRENCY STATISTICS:
------------------------------------------------------------
Total currency instruments analyzed: 8
Average R-squared: 0.8335
Best R-squared: 0.942096
Average annual growth: 0.4%

Valuation breakdown:
  🟡 FAIR_VALUE: 7 (87.5%) - Hold/Monitor

Optimal window distribution:
  90 days: 1 instruments (12.5%)
  120 days: 6 instruments (75.0%)
  1000 days: 1 instruments (12.5%)

📊 CURRENCY TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 0
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 8

========================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GC=F            0.957326 500 d        35.6%   $3.3K           🟡 FAIR           0.5%
2    KC=F            0.926551 500 d        69.5%   $302.60         🟢 UNDER        -24.8%
3    LE=F            0.923922 1000d        14.4%   $213.60         🟡 FAIR          -0.4%
4    DX=F            0.915789 120 d       -22.8%   $97.03          🟡 FAIR           0.4%
5    PL=F            0.911380 30  d      1356.3%   $1.3K           🟡 FAIR          -1.8%
6    ES=F            0.911115 750 d        19.4%   $6.2K           🟡 FAIR          -0.8%
7    NQ=F            0.902332 750 d        27.4%   $22.8K          🟡 FAIR          -2.2%
8    HE=F            0.900166 60  d       218.2%   $113.10         🟡 FAIR           2.0%
9    SB=F            0.888374 30  d       -59.0%   $15.81          🟡 FAIR          -0.5%
10   CC=F            0.881105 750 d        86.0%   $8.9K           🟢 UNDER        -28.5%
11   YM=F            0.878070 750 d        13.2%   $44.1K          🟡 FAIR          -1.1%
12   ZS=F            0.865220 750 d       -15.9%   $1.0K           🟡 FAIR           7.1%
13   PA=F            0.856528 1000d       -24.9%   $1.1K           🔴 OVER          44.0%
14   SI=F            0.853647 750 d        21.6%   $36.04          🟡 FAIR           5.1%
15   RTY=F           0.841535 60  d       103.1%   $2.2K           🟡 FAIR          -0.8%

📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9573)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.3K ($3.0K,-7% - $3.5K,+7%)
   +30d (1m): $3.4K,+3.2% ($3.1K,-4% - $3.6K,+11%)
   +60d (2m): $3.5K,+7.0% ($3.3K,-0% - $3.8K,+15%)
   +90d (3m): $3.6K,+11.0% ($3.4K,+3% - $3.9K,+19%)
   +180d (6m): $4.1K,+23.7% ($3.8K,+15% - $4.4K,+33%)
   +365d (1y): $5.1K,+54.8% ($4.7K,+44% - $5.5K,+67%)
   +EOY (184d): $4.1K,+24.3% ($3.8K,+16% - $4.4K,+34%)
   End-of-year outlook: 📈 Bullish Trend (+24.3%)
   Confidence: 95.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 184 days | EOY Target: $4.1K (+24.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.65%
Rounded target for matching: 2%
Similar historical periods found: 427
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      427       56.9%      0.29%      0.30%      2.46%        0.07%        0.54%    -12.58%     11.46%
 14 days      427       57.1%      0.59%      0.94%      3.45%        0.61%        1.26%    -10.22%     13.73%
 30 days      427       62.1%      1.64%      1.86%      5.13%        1.38%        2.35%    -17.90%     21.95%
 90 days      425       70.4%      3.75%      4.10%      7.97%        3.34%        4.86%    -23.98%     27.26%
180 days      419       73.0%      7.86%      8.50%     12.38%        7.32%        9.69%    -26.57%     49.34%
365 days      406       82.0%     17.78%     18.78%     20.98%       16.73%       20.83%    -25.25%     71.47%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.14%
Rounded target for matching: 12%
Similar historical periods found: 175
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      175       62.9%      0.67%      0.49%      2.91%        0.06%        0.92%    -11.78%      6.44%
 14 days      175       57.7%      0.53%      0.82%      3.68%        0.27%        1.37%     -9.37%     10.57%
 30 days      175       60.0%      1.01%      1.76%      4.75%        1.05%        2.47%     -9.71%     16.18%
 90 days      173       70.5%      5.97%      5.18%      8.68%        3.88%        6.48%    -14.94%     26.46%
180 days      165       78.8%      9.31%      9.61%     12.40%        7.71%       11.52%    -27.40%     40.20%
365 days      148       89.9%     17.24%     18.45%     17.03%       15.68%       21.21%    -23.59%     53.68%


========================================================================================================================

Chart 2: KC=F (R² = 0.9266)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $302.60 ($340.01,+12% - $475.69,+57%)
   +30d (1m): $428.25,+41.5% ($362.01,+20% - $506.60,+67%)
   +60d (2m): $456.02,+50.7% ($385.44,+27% - $539.53,+78%)
   +90d (3m): $485.59,+60.5% ($410.37,+36% - $574.61,+90%)
   +180d (6m): $586.32,+93.8% ($495.22,+64% - $694.19,+129%)
   +365d (1y): $863.81,+185.5% ($728.47,+141% - $1.0K,+238%)
   +EOY (184d): $591.26,+95.4% ($499.37,+65% - $700.05,+131%)
   End-of-year outlook: 📈 Bullish Trend (+95.4%)
   Confidence: 92.7% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $591.26 (+95.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -19.08%
Rounded target for matching: -19%
Similar historical periods found: 23
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       23       43.5%     -0.28%      0.00%      3.87%       -1.67%        1.68%     -9.49%      7.18%
 14 days       23       56.5%      0.49%      1.10%      4.75%       -0.95%        3.15%     -7.19%     15.00%
 30 days       23       65.2%      1.04%      1.38%      5.12%       -0.83%        3.60%     -7.73%     12.54%
 90 days       23       43.5%     -3.24%      3.40%     14.58%       -2.91%        9.70%    -13.59%     31.30%
180 days       23       47.8%     -8.92%      3.87%     29.36%       -8.82%       16.57%    -27.31%     76.92%
365 days       23       69.6%     21.79%     27.85%     49.36%        6.51%       49.20%    -41.33%    116.78%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -27.78%
Rounded target for matching: -28%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       57.1%      1.27%      0.62%      5.67%       -2.65%        3.90%    -12.27%      9.34%
 14 days       14       78.6%      3.38%      2.11%      6.51%       -1.65%        5.87%    -14.13%     13.04%
 30 days       14       57.1%      6.40%      4.51%     11.52%       -2.14%       11.16%    -14.62%     20.72%
 90 days       14       57.1%      1.41%     -1.06%      8.22%       -5.81%        3.68%    -17.14%     11.20%
180 days       14       14.3%     -8.72%    -10.07%      9.38%      -15.49%       -4.65%    -27.78%      5.27%
365 days       14       42.9%    -14.61%     -4.19%     26.85%      -19.70%       11.31%    -33.20%     40.77%


========================================================================================================================

Chart 3: LE=F (R² = 0.9239)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $213.60 ($196.50,-8% - $233.87,+9%)
   +30d (1m): $217.84,+2.0% ($199.67,-7% - $237.65,+11%)
   +60d (2m): $221.36,+3.6% ($202.90,-5% - $241.49,+13%)
   +90d (3m): $224.93,+5.3% ($206.17,-3% - $245.40,+15%)
   +180d (6m): $236.01,+10.5% ($216.32,+1% - $257.51,+21%)
   +365d (1y): $260.54,+22.0% ($238.76,+12% - $284.30,+33%)
   +EOY (184d): $236.52,+10.7% ($216.78,+1% - $258.06,+21%)
   End-of-year outlook: 📈 Bullish Trend (+10.7%)
   Confidence: 92.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 38 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 184 days | EOY Target: $236.52 (+10.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.16%
Rounded target for matching: 0%
Similar historical periods found: 451
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      451       59.0%      0.64%      0.25%      2.93%       -0.02%        0.52%    -14.16%      9.90%
 14 days      451       58.8%      0.80%      0.41%      3.92%        0.04%        0.77%    -16.89%     11.21%
 30 days      451       59.9%      1.02%      0.34%      5.81%       -0.19%        0.88%    -24.28%     15.29%
 90 days      444       58.6%      2.14%      1.84%      9.12%        0.99%        2.69%    -21.99%     34.89%
180 days      435       66.9%      4.55%      4.38%     10.83%        3.36%        5.40%    -23.70%     32.62%
365 days      416       65.6%      9.31%      8.51%     16.24%        6.94%       10.07%    -33.39%     54.42%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.18%
Rounded target for matching: 8%
Similar historical periods found: 237
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      237       60.3%      0.74%      0.48%      2.89%        0.11%        0.85%    -11.42%     10.08%
 14 days      237       57.8%      0.89%      0.44%      4.43%       -0.13%        1.01%    -14.47%     12.26%
 30 days      237       65.4%      2.59%      1.32%      5.57%        0.61%        2.03%    -15.96%     14.94%
 90 days      233       62.7%      2.35%      1.22%      9.53%       -0.02%        2.45%    -20.63%     25.49%
180 days      233       57.9%      2.44%      3.45%     10.94%        2.04%        4.86%    -22.16%     33.85%
365 days      229       65.5%      8.71%      6.21%     16.67%        4.04%        8.38%    -29.69%     40.63%


========================================================================================================================

Chart 4: DX=F (R² = 0.9158)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $97.03 ($94.57,-3% - $98.77,+2%)
   +30d (1m): $93.72,-3.4% ($91.67,-6% - $95.80,-1%)
   +60d (2m): $90.87,-6.3% ($88.85,-8% - $92.94,-4%)
   +90d (3m): $88.11,-9.2% ($86.11,-11% - $90.17,-7%)
   +180d (6m): $80.33,-17.2% ($78.32,-19% - $82.39,-15%)
   +365d (1y): $66.43,-31.5% ($64.33,-34% - $68.59,-29%)
   +EOY (184d): $80.00,-17.6% ($77.99,-20% - $82.07,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.6%)
   Confidence: 91.6% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $80.00 (-17.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.88%
Rounded target for matching: -4%
Similar historical periods found: 289
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      289       48.4%     -0.06%     -0.08%      1.28%       -0.23%        0.07%     -3.49%      3.44%
 14 days      289       45.7%     -0.22%     -0.31%      1.73%       -0.51%       -0.10%     -4.79%      4.88%
 30 days      289       43.9%     -0.45%     -0.59%      2.54%       -0.88%       -0.29%     -7.10%      5.58%
 90 days      264       39.8%     -1.37%     -0.87%      3.81%       -1.33%       -0.41%     -8.51%      7.62%
180 days      264       42.8%     -0.82%     -0.20%      6.65%       -1.00%        0.61%    -12.05%     21.04%
365 days      263       55.5%      0.79%     -0.67%      8.36%       -1.68%        0.35%    -19.61%     21.63%


========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.69%
Rounded target for matching: -9%
Similar historical periods found: 66
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       66       54.5%      0.29%      0.19%      1.54%       -0.19%        0.56%     -3.02%      3.72%
 14 days       66       43.9%     -0.24%     -0.05%      1.95%       -0.53%        0.43%     -3.41%      4.84%
 30 days       66       50.0%      0.01%      0.23%      2.07%       -0.28%        0.74%     -3.65%      5.28%
 90 days       66       40.9%     -0.81%     -0.31%      2.86%       -1.01%        0.39%     -6.02%      6.08%
180 days       66       60.6%      1.44%      1.65%      7.28%       -0.14%        3.44%    -10.93%     13.58%
365 days       66       56.1%      0.42%     -3.32%      8.88%       -5.50%       -1.13%    -19.92%      8.92%


========================================================================================================================

Chart 5: PL=F (R² = 0.9114)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.3K ($1.3K,-4% - $1.5K,+8%)
   +30d (1m): $1.9K,+40.1% ($1.7K,+29% - $2.0K,+52%)
   +60d (2m): $2.6K,+92.7% ($2.3K,+73% - $2.9K,+115%)
   +90d (3m): $3.6K,+165.1% ($3.1K,+130% - $4.1K,+206%)
   +180d (6m): $9.3K,+590.1% ($7.2K,+438% - $11.9K,+785%)
   +365d (1y): $66.1K,+4830.1% ($41.1K,+2968% - $106.2K,+7821%)
   +EOY (184d): $9.7K,+620.0% ($7.5K,+459% - $12.4K,+827%)
   End-of-year outlook: 📈 Bullish Trend (+620.0%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $9.7K (+620.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 37.29%
Rounded target for matching: 37%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       46.2%     -0.08%     -0.82%      4.91%       -3.79%        2.15%    -14.25%      5.29%
 14 days       13       23.1%     -1.02%     -2.01%      4.44%       -4.69%        0.67%    -13.68%      6.30%
 30 days       13       38.5%     -0.98%     -0.38%      5.56%       -3.74%        2.98%    -11.69%      7.50%
 90 days       13       46.2%     -2.64%      1.97%     10.33%       -4.28%        8.21%     -9.92%     21.06%
180 days       13       84.6%      5.47%      3.87%      8.96%       -1.55%        9.28%    -20.87%     15.79%
365 days       13       61.5%     10.33%      4.77%     19.00%       -6.71%       16.25%    -30.13%     37.80%


========================================================================================================================

Chart 6: ES=F (R² = 0.9111)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $6.2K ($5.7K,-8% - $6.9K,+11%)
   +30d (1m): $6.4K,+2.9% ($5.8K,-6% - $7.0K,+13%)
   +60d (2m): $6.5K,+5.1% ($6.0K,-4% - $7.2K,+15%)
   +90d (3m): $6.7K,+7.4% ($6.1K,-2% - $7.3K,+18%)
   +180d (6m): $7.1K,+14.4% ($6.5K,+4% - $7.8K,+26%)
   +365d (1y): $8.1K,+30.3% ($7.4K,+19% - $8.9K,+43%)
   +EOY (184d): $7.1K,+14.7% ($6.5K,+4% - $7.8K,+26%)
   End-of-year outlook: 📈 Bullish Trend (+14.7%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 184 days | EOY Target: $7.1K (+14.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.90%
Rounded target for matching: 5%
Similar historical periods found: 405
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      405       62.2%      0.41%      0.25%      1.81%        0.08%        0.43%     -7.25%      5.41%
 14 days      405       60.5%      0.71%      0.19%      2.96%       -0.10%        0.48%    -16.31%      7.10%
 30 days      405       64.4%      1.22%      0.60%      4.77%        0.13%        1.06%    -25.27%      9.61%
 90 days      405       71.4%      3.78%      2.86%      7.52%        2.13%        3.60%    -27.07%     17.35%
180 days      403       77.4%      8.05%      5.88%     11.48%        4.75%        7.00%    -41.90%     29.55%
365 days      372       78.5%     15.72%     11.22%     19.70%        9.21%       13.23%    -55.79%     54.21%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.99%
Rounded target for matching: 1%
Similar historical periods found: 247
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      247       52.6%      0.12%     -0.16%      2.57%       -0.48%        0.17%    -10.37%      5.32%
 14 days      247       57.5%      0.56%      0.08%      3.39%       -0.35%        0.50%    -11.37%      7.20%
 30 days      247       65.6%      1.58%      0.53%      4.75%       -0.06%        1.13%    -14.81%      9.21%
 90 days      245       67.3%      3.41%      2.11%      8.55%        1.03%        3.18%    -35.23%     18.18%
180 days      245       70.2%      6.09%      4.03%     13.12%        2.38%        5.68%    -49.22%     29.55%
365 days      244       84.0%     14.44%     10.29%     20.21%        7.74%       12.84%    -55.79%     47.41%


========================================================================================================================

Chart 7: NQ=F (R² = 0.9023)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $22.8K ($20.3K,-11% - $26.6K,+17%)
   +30d (1m): $23.9K,+5.2% ($20.9K,-8% - $27.4K,+20%)
   +60d (2m): $24.6K,+8.3% ($21.5K,-5% - $28.2K,+24%)
   +90d (3m): $25.4K,+11.4% ($22.2K,-3% - $29.0K,+28%)
   +180d (6m): $27.6K,+21.5% ($24.2K,+6% - $31.6K,+39%)
   +365d (1y): $33.0K,+45.2% ($28.8K,+27% - $37.8K,+66%)
   +EOY (184d): $27.8K,+22.0% ($24.2K,+7% - $31.8K,+40%)
   End-of-year outlook: 📈 Bullish Trend (+22.0%)
   Confidence: 90.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 184 days | EOY Target: $27.8K (+22.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.31%
Rounded target for matching: 6%
Similar historical periods found: 350
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      350       60.0%      0.56%      0.33%      2.70%        0.05%        0.62%    -11.99%      7.49%
 14 days      350       66.3%      1.17%      0.65%      3.89%        0.24%        1.06%    -23.71%     13.24%
 30 days      350       67.7%      2.22%      1.68%      6.01%        1.05%        2.31%    -27.11%     19.17%
 90 days      350       72.3%      4.94%      3.91%     10.02%        2.85%        4.96%    -39.28%     41.76%
180 days      344       79.9%     12.47%     10.44%     14.82%        8.87%       12.01%    -48.47%     49.63%
365 days      332       83.4%     22.42%     20.92%     25.27%       18.19%       23.65%    -52.09%     74.13%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.25%
Rounded target for matching: 2%
Similar historical periods found: 207
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      207       65.7%      0.95%      0.76%      3.01%        0.35%        1.17%     -8.73%      8.96%
 14 days      207       69.6%      1.76%      1.20%      3.91%        0.66%        1.74%    -10.20%     10.49%
 30 days      207       69.6%      2.94%      1.71%      6.50%        0.82%        2.60%    -17.78%     15.68%
 90 days      205       67.3%      5.42%      4.04%     13.48%        2.18%        5.89%    -36.72%     40.88%
180 days      202       82.2%      8.21%      8.83%     16.84%        6.50%       11.17%    -42.00%     52.32%
365 days      199       86.9%     19.01%     20.35%     21.92%       17.29%       23.42%    -40.87%     74.87%


========================================================================================================================

Chart 8: HE=F (R² = 0.9002)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 60 days):
   Current: $113.10 ($105.01,-7% - $117.16,+4%)
   +30d (1m): $127.30,+12.6% ($120.08,+6% - $134.96,+19%)
   +60d (2m): $146.11,+29.2% ($137.04,+21% - $155.79,+38%)
   +90d (3m): $167.70,+48.3% ($156.15,+38% - $180.10,+59%)
   +180d (6m): $253.55,+124.2% ($229.75,+103% - $279.82,+147%)
   +365d (1y): $593.08,+424.4% ($502.94,+345% - $699.37,+518%)
   +EOY (184d): $258.25,+128.3% ($233.70,+107% - $285.39,+152%)
   End-of-year outlook: 📈 Bullish Trend (+128.3%)
   Confidence: 90.0% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $258.25 (+128.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 24.29%
Rounded target for matching: 24%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       41.2%     -0.89%     -1.37%      5.47%       -4.18%        1.44%    -16.41%      7.54%
 14 days       17       52.9%      3.45%      0.17%      8.63%       -4.26%        4.61%    -22.19%     15.28%
 30 days       17       47.1%     -0.90%     -1.17%     12.27%       -7.47%        5.14%    -26.41%     14.50%
 90 days       17       17.6%    -18.67%    -14.63%     15.85%      -22.77%       -6.48%    -30.66%     28.44%
180 days       17       11.8%     -9.74%     -5.73%     30.04%      -21.18%        9.72%    -34.97%     82.98%
365 days       16       25.0%    -22.58%    -12.13%     29.16%      -27.67%        3.41%    -44.58%     63.29%


========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 21.35%
Rounded target for matching: 21%
Similar historical periods found: 71
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       71       43.7%     -0.48%     -0.45%      5.81%       -1.82%        0.92%    -23.22%     10.92%
 14 days       71       47.9%     -0.26%     -0.17%      7.21%       -1.88%        1.54%    -25.22%     16.80%
 30 days       71       47.9%     -3.14%     -1.70%     12.71%       -4.71%        1.30%    -26.12%     35.02%
 90 days       71       36.6%    -11.64%     -5.92%     20.77%      -10.83%       -1.00%    -44.50%     66.75%
180 days       71       31.0%     -7.39%     -4.31%     22.71%       -9.69%        1.06%    -47.76%    102.81%
365 days       64       34.4%     -9.10%     -4.23%     24.98%      -10.47%        2.01%    -43.87%     65.62%


========================================================================================================================

Chart 9: SB=F (R² = 0.8884)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $15.81 ($15.51,-2% - $16.26,+3%)
   +30d (1m): $14.29,-9.6% ($13.85,-12% - $14.73,-7%)
   +60d (2m): $12.85,-18.7% ($12.33,-22% - $13.39,-15%)
   +90d (3m): $11.56,-26.9% ($10.95,-31% - $12.20,-23%)
   +180d (6m): $8.41,-46.8% ($7.65,-52% - $9.24,-42%)
   +365d (1y): $4.37,-72.3% ($3.65,-77% - $5.23,-67%)
   +EOY (184d): $8.29,-47.6% ($7.53,-52% - $9.12,-42%)
   End-of-year outlook: 📉 Bearish Trend (-47.6%)
   Confidence: 88.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $8.29 (-47.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -12.46%
Rounded target for matching: -12%
Similar historical periods found: 109
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      109       45.0%     -0.51%     -0.02%      5.31%       -1.03%        0.99%    -15.38%     16.09%
 14 days      109       45.0%     -0.93%      0.59%      7.21%       -0.78%        1.96%    -18.06%     19.80%
 30 days      109       52.3%      0.94%      0.83%     10.06%       -1.08%        2.74%    -22.68%     22.76%
 90 days      106       43.4%     -0.90%      3.08%     19.51%       -0.68%        6.84%    -28.40%     62.28%
180 days      104       42.3%     -3.95%      7.03%     31.43%        0.92%       13.14%    -34.94%    131.72%
365 days       99       60.6%     10.61%     13.71%     37.46%        6.24%       21.18%    -44.37%    100.00%


========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -22.95%
Rounded target for matching: -23%
Similar historical periods found: 54
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       54       63.0%      1.61%      1.13%      5.25%       -0.31%        2.56%    -12.79%     13.92%
 14 days       54       66.7%      4.79%      3.24%      6.71%        1.41%        5.07%    -13.30%     17.54%
 30 days       54       74.1%      3.56%      4.78%      9.59%        2.16%        7.39%    -17.95%     31.18%
 90 days       54       64.8%      5.64%      7.01%     15.90%        2.67%       11.35%    -21.26%     53.36%
180 days       54       61.1%     10.39%     13.42%     27.02%        6.05%       20.80%    -33.95%     72.15%
365 days       49       71.4%     11.30%     24.86%     37.62%       14.06%       35.66%    -34.10%     99.42%


========================================================================================================================

Chart 10: CC=F (R² = 0.8811)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.9K ($8.5K,-5% - $18.4K,+106%)
   +30d (1m): $13.5K,+50.6% ($9.2K,+2% - $19.8K,+121%)
   +60d (2m): $14.5K,+62.2% ($9.9K,+10% - $21.3K,+138%)
   +90d (3m): $15.6K,+74.6% ($10.6K,+19% - $23.0K,+157%)
   +180d (6m): $19.5K,+117.9% ($13.2K,+48% - $28.7K,+221%)
   +365d (1y): $30.7K,+243.6% ($20.9K,+133% - $45.3K,+406%)
   +EOY (184d): $19.7K,+120.0% ($13.4K,+50% - $29.0K,+224%)
   End-of-year outlook: 📈 Bullish Trend (+120.0%)
   Confidence: 88.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-13%)
   📅 Days until EOY 2025: 184 days | EOY Target: $19.7K (+120.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -11.67%
Rounded target for matching: -12%
Similar historical periods found: 91
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       91       57.1%      1.41%      1.47%      5.77%        0.27%        2.67%     -9.55%     21.33%
 14 days       91       57.1%      1.52%      2.27%      8.21%        0.56%        3.98%    -24.09%     34.18%
 30 days       91       61.5%      1.85%      2.11%     12.43%       -0.48%        4.70%    -27.10%     56.68%
 90 days       90       57.8%      3.42%      5.55%     16.10%        2.18%        8.92%    -29.88%     51.44%
180 days       87       66.7%      7.75%      9.39%     22.24%        4.65%       14.13%    -34.70%     66.38%
365 days       85       63.5%     13.11%     20.34%     41.42%       11.41%       29.27%    -37.66%    131.45%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.14%
Rounded target for matching: -13%
Similar historical periods found: 99
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       99       58.6%      0.88%      0.93%      5.52%       -0.17%        2.03%    -16.46%     20.62%
 14 days       99       58.6%      2.01%      1.89%      7.65%        0.37%        3.42%    -22.13%     26.66%
 30 days       99       55.6%      1.10%      1.16%      9.75%       -0.78%        3.11%    -26.63%     27.18%
 90 days       97       61.9%      3.33%      2.77%     15.07%       -0.26%        5.81%    -28.43%     53.77%
180 days       97       64.9%      6.87%      6.22%     22.62%        1.66%       10.78%    -34.65%     77.95%
365 days       93       55.9%      1.80%     10.94%     37.10%        3.30%       18.58%    -37.08%    131.82%


========================================================================================================================

Chart 11: YM=F (R² = 0.8781)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $44.1K ($41.3K,-7% - $48.2K,+9%)
   +30d (1m): $45.3K,+2.6% ($41.9K,-5% - $48.9K,+11%)
   +60d (2m): $45.9K,+4.1% ($42.5K,-4% - $49.7K,+13%)
   +90d (3m): $46.6K,+5.6% ($43.1K,-2% - $50.4K,+14%)
   +180d (6m): $48.7K,+10.4% ($45.1K,+2% - $52.7K,+19%)
   +365d (1y): $53.4K,+20.9% ($49.3K,+12% - $57.7K,+31%)
   +EOY (184d): $48.8K,+10.6% ($45.1K,+2% - $52.8K,+20%)
   End-of-year outlook: 📈 Bullish Trend (+10.6%)
   Confidence: 87.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 33 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 184 days | EOY Target: $48.8K (+10.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.11%
Rounded target for matching: 4%
Similar historical periods found: 508
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      508       56.7%      0.34%      0.01%      1.93%       -0.15%        0.18%     -8.64%      6.04%
 14 days      508       60.2%      0.73%      0.19%      2.70%       -0.04%        0.43%    -12.18%      8.16%
 30 days      508       63.6%      1.41%      0.70%      4.27%        0.33%        1.08%    -24.30%     13.60%
 90 days      507       68.4%      2.66%      2.15%      7.16%        1.52%        2.77%    -26.50%     21.21%
180 days      485       77.1%      6.35%      5.35%     10.07%        4.45%        6.25%    -39.25%     29.06%
365 days      467       89.1%     13.99%     12.23%     13.73%       10.98%       13.48%    -52.30%     42.89%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.31%
Rounded target for matching: -1%
Similar historical periods found: 243
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      243       57.2%      0.41%      0.32%      2.27%        0.03%        0.61%    -10.93%      7.98%
 14 days      243       66.3%      1.09%      0.50%      3.55%        0.05%        0.95%    -23.47%      7.16%
 30 days      243       65.8%      1.74%      0.90%      4.68%        0.31%        1.49%    -12.80%     13.53%
 90 days      239       71.1%      3.25%      3.42%      7.11%        2.51%        4.33%    -31.32%     16.74%
180 days      239       78.2%      7.78%      6.21%     11.81%        4.71%        7.72%    -45.52%     29.76%
365 days      238       88.7%     16.51%     14.48%     13.29%       12.78%       16.18%    -44.13%     35.10%


========================================================================================================================

Chart 12: ZS=F (R² = 0.8652)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.0K ($854.55,-17% - $1.1K,+5%)
   +30d (1m): $939.98,-8.5% ($837.03,-19% - $1.1K,+3%)
   +60d (2m): $920.74,-10.4% ($819.86,-20% - $1.0K,+1%)
   +90d (3m): $901.89,-12.2% ($803.04,-22% - $1.0K,-1%)
   +180d (6m): $847.63,-17.5% ($754.61,-27% - $952.11,-7%)
   +365d (1y): $746.13,-27.4% ($663.99,-35% - $838.43,-18%)
   +EOY (184d): $845.30,-17.8% ($752.53,-27% - $949.50,-8%)
   End-of-year outlook: 📉 Bearish Trend (-17.8%)
   Confidence: 86.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 33 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 184 days | EOY Target: $845.30 (-17.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.68%
Rounded target for matching: -4%
Similar historical periods found: 257
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      257       61.1%      0.74%      0.71%      3.57%        0.27%        1.15%    -10.08%      9.71%
 14 days      257       57.2%      0.91%      0.59%      4.81%       -0.00%        1.18%    -18.25%     18.45%
 30 days      257       59.5%      1.74%      1.62%      7.24%        0.73%        2.51%    -21.01%     21.08%
 90 days      249       57.0%      2.01%      3.94%     13.00%        2.32%        5.56%    -36.67%     40.18%
180 days      241       49.8%     -0.11%      6.14%     22.97%        3.22%        9.05%    -32.55%     79.39%
365 days      231       55.4%      4.89%     10.12%     34.43%        5.66%       14.58%    -39.25%    175.23%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.04%
Rounded target for matching: -1%
Similar historical periods found: 215
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      215       51.6%      0.12%     -0.13%      3.83%       -0.65%        0.38%    -24.49%     11.93%
 14 days      215       46.5%     -0.26%     -0.39%      5.27%       -1.10%        0.32%    -36.02%     18.88%
 30 days      215       51.6%      0.28%     -0.14%      7.43%       -1.14%        0.86%    -33.51%     24.49%
 90 days      212       55.7%      1.38%      3.14%     14.00%        1.25%        5.04%    -42.32%     35.58%
180 days      207       60.9%      4.92%      9.14%     21.56%        6.18%       12.09%    -36.04%     82.78%
365 days      200       69.5%     13.34%     22.00%     37.70%       16.74%       27.25%    -37.00%    131.32%


========================================================================================================================

Chart 13: PA=F (R² = 0.8565)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($611.18,-47% - $1.0K,-10%)
   +30d (1m): $768.79,-32.9% ($590.71,-48% - $1.0K,-13%)
   +60d (2m): $743.08,-35.1% ($570.92,-50% - $967.14,-16%)
   +90d (3m): $718.22,-37.3% ($551.80,-52% - $934.84,-18%)
   +180d (6m): $648.53,-43.4% ($498.17,-57% - $844.29,-26%)
   +365d (1y): $525.80,-54.1% ($403.71,-65% - $684.81,-40%)
   +EOY (184d): $645.60,-43.6% ($495.91,-57% - $840.47,-27%)
   End-of-year outlook: 📉 Bearish Trend (-43.6%)
   Confidence: 85.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 184 days | EOY Target: $645.60 (-43.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 18.81%
Rounded target for matching: 19%
Similar historical periods found: 66
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       66       59.1%      0.95%      1.90%      6.44%        0.32%        3.48%     -9.28%     24.22%
 14 days       66       68.2%      5.93%      4.07%      7.99%        2.11%        6.04%    -14.06%     30.00%
 30 days       66       59.1%      3.61%      3.01%     14.20%       -0.48%        6.50%    -31.73%     29.60%
 90 days       66       56.1%      2.72%      5.14%     26.26%       -1.32%       11.60%    -59.59%     79.16%
180 days       66       69.7%     10.28%     13.14%     36.38%        4.20%       22.08%    -65.36%    134.57%
365 days       65       55.4%     10.91%     17.00%     64.17%        1.10%       32.90%    -67.46%    244.31%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.03%
Rounded target for matching: 16%
Similar historical periods found: 101
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      101       54.5%      0.60%      0.26%      6.54%       -1.03%        1.55%    -31.26%     21.56%
 14 days      101       58.4%      0.92%      1.12%      8.25%       -0.51%        2.75%    -41.15%     23.03%
 30 days      101       50.5%      0.01%      0.75%     10.72%       -1.36%        2.87%    -54.55%     22.28%
 90 days      101       58.4%      6.18%      6.40%     26.21%        1.22%       11.57%    -60.14%     80.08%
180 days      100       53.0%      1.52%      9.68%     38.90%        1.96%       17.39%    -62.73%    139.40%
365 days       99       65.7%     32.18%     27.67%     59.58%       15.79%       39.56%    -62.58%    276.52%


========================================================================================================================

Chart 14: SI=F (R² = 0.8536)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $36.04 ($29.90,-17% - $39.32,+9%)
   +30d (1m): $35.10,-2.6% ($30.61,-15% - $40.25,+12%)
   +60d (2m): $35.93,-0.3% ($31.33,-13% - $41.20,+14%)
   +90d (3m): $36.77,+2.0% ($32.06,-11% - $42.17,+17%)
   +180d (6m): $39.43,+9.4% ($34.38,-5% - $45.23,+26%)
   +365d (1y): $45.52,+26.3% ($39.66,+10% - $52.23,+45%)
   +EOY (184d): $39.55,+9.8% ($34.48,-4% - $45.37,+26%)
   End-of-year outlook: 📈 Bullish Trend (+9.8%)
   Confidence: 85.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 25 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 184 days | EOY Target: $39.55 (+9.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 10.95%
Rounded target for matching: 11%
Similar historical periods found: 130
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      130       57.7%      1.35%      0.92%      5.32%        0.00%        1.85%    -11.05%     13.71%
 14 days      130       56.9%      1.75%      1.81%      7.66%        0.48%        3.14%    -12.11%     20.36%
 30 days      130       46.2%     -0.73%      1.81%     11.47%       -0.18%        3.80%    -26.17%     44.48%
 90 days      130       63.8%      3.10%      5.63%     17.44%        2.60%        8.65%    -29.47%     72.30%
180 days      128       62.5%      5.57%      9.20%     24.74%        4.88%       13.53%    -44.32%     84.74%
365 days      118       64.4%     15.52%     22.01%     39.12%       14.88%       29.14%    -41.33%    164.19%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.23%
Rounded target for matching: 9%
Similar historical periods found: 123
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      123       58.5%      0.69%      1.03%      4.45%        0.24%        1.82%    -10.21%     11.19%
 14 days      123       53.7%      0.49%      1.23%      6.92%       -0.01%        2.46%    -14.43%     20.31%
 30 days      123       48.0%     -0.15%      2.29%      8.59%        0.75%        3.82%    -12.69%     23.02%
 90 days      118       46.6%     -1.63%      3.08%     18.74%       -0.34%        6.50%    -35.16%     55.83%
180 days      116       50.9%      1.06%      4.35%     22.97%        0.12%        8.57%    -43.52%    109.43%
365 days      107       58.9%      5.42%     16.42%     36.79%        9.37%       23.47%    -41.13%    112.68%


========================================================================================================================

Chart 15: RTY=F (R² = 0.8415)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 60 days):
   Current: $2.2K ($2.1K,-4% - $2.3K,+5%)
   +30d (1m): $2.4K,+9.7% ($2.3K,+5% - $2.5K,+15%)
   +60d (2m): $2.6K,+19.3% ($2.5K,+13% - $2.7K,+26%)
   +90d (3m): $2.8K,+29.8% ($2.7K,+23% - $3.0K,+37%)
   +180d (6m): $3.7K,+67.2% ($3.4K,+55% - $4.0K,+81%)
   +365d (1y): $6.2K,+181.3% ($5.4K,+147% - $7.0K,+221%)
   +EOY (184d): $3.7K,+69.1% ($3.4K,+56% - $4.0K,+83%)
   End-of-year outlook: 📈 Bullish Trend (+69.1%)
   Confidence: 84.2% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $3.7K (+69.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RTY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.16%
Rounded target for matching: 4%
Similar historical periods found: 95
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       95       49.5%     -0.05%     -0.13%      3.00%       -0.74%        0.48%     -8.61%      6.73%
 14 days       95       55.8%      0.34%     -0.24%      4.27%       -1.11%        0.63%    -13.59%     13.24%
 30 days       95       53.7%      0.30%      0.27%      5.63%       -0.88%        1.41%    -12.29%     19.64%
 90 days       94       55.3%      0.92%      0.34%     15.43%       -2.82%        3.50%    -34.28%     40.89%
180 days       93       48.4%     -3.11%      3.25%     18.88%       -0.64%        7.13%    -29.74%     52.50%
365 days       82       53.7%      3.87%     10.67%     22.25%        5.78%       15.56%    -24.65%     55.79%


========================================================================================================================
RTY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.41%
Rounded target for matching: -4%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.01%     -0.51%      4.89%       -1.98%        0.96%    -11.93%      8.24%
 14 days       45       51.1%      0.03%     -1.87%      7.98%       -4.26%        0.53%    -32.07%      7.79%
 30 days       45       55.6%      1.94%     -0.48%      8.02%       -2.89%        1.93%    -18.49%     10.88%
 90 days       43       53.5%      2.65%      1.47%     10.68%       -1.82%        4.76%    -18.63%     25.66%
180 days       43       65.1%      2.39%      4.94%     17.69%       -0.51%       10.38%    -23.32%     56.58%
365 days       43       67.4%     16.48%     14.63%     22.16%        7.81%       21.45%    -28.31%     56.35%


========================================================================================================================

========================================================================================================================
🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    CC=F             28.5%  0.881105     86.0%   $8.9K              39.9%  750 d
2    KC=F             24.8%  0.926551     69.5%   $302.60            32.9%  500 d

📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 28.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $8.9K ($8.5K,-5% - $18.4K,+106%)
   +30d (1m): $13.5K,+50.6% ($9.2K,+2% - $19.8K,+121%)
   +60d (2m): $14.5K,+62.2% ($9.9K,+10% - $21.3K,+138%)
   +90d (3m): $15.6K,+74.6% ($10.6K,+19% - $23.0K,+157%)
   +180d (6m): $19.5K,+117.9% ($13.2K,+48% - $28.7K,+221%)
   +365d (1y): $30.7K,+243.6% ($20.9K,+133% - $45.3K,+406%)
   +EOY (184d): $19.7K,+120.0% ($13.4K,+50% - $29.0K,+224%)
   End-of-year outlook: 📈 Bullish Trend (+120.0%)
   Confidence: 88.1% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-13%)
   📅 Days until EOY 2025: 184 days | EOY Target: $19.7K (+120.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -11.67%
Rounded target for matching: -12%
Similar historical periods found: 91
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       91       57.1%      1.41%      1.47%      5.77%        0.27%        2.67%     -9.55%     21.33%
 14 days       91       57.1%      1.52%      2.27%      8.21%        0.56%        3.98%    -24.09%     34.18%
 30 days       91       61.5%      1.85%      2.11%     12.43%       -0.48%        4.70%    -27.10%     56.68%
 90 days       90       57.8%      3.42%      5.55%     16.10%        2.18%        8.92%    -29.88%     51.44%
180 days       87       66.7%      7.75%      9.39%     22.24%        4.65%       14.13%    -34.70%     66.38%
365 days       85       63.5%     13.11%     20.34%     41.42%       11.41%       29.27%    -37.66%    131.45%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.14%
Rounded target for matching: -13%
Similar historical periods found: 99
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       99       58.6%      0.88%      0.93%      5.52%       -0.17%        2.03%    -16.46%     20.62%
 14 days       99       58.6%      2.01%      1.89%      7.65%        0.37%        3.42%    -22.13%     26.66%
 30 days       99       55.6%      1.10%      1.16%      9.75%       -0.78%        3.11%    -26.63%     27.18%
 90 days       97       61.9%      3.33%      2.77%     15.07%       -0.26%        5.81%    -28.43%     53.77%
180 days       97       64.9%      6.87%      6.22%     22.62%        1.66%       10.78%    -34.65%     77.95%
365 days       93       55.9%      1.80%     10.94%     37.10%        3.30%       18.58%    -37.08%    131.82%


========================================================================================================================

Chart 2: KC=F (Undervalued by 24.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $302.60 ($340.01,+12% - $475.69,+57%)
   +30d (1m): $428.25,+41.5% ($362.01,+20% - $506.60,+67%)
   +60d (2m): $456.02,+50.7% ($385.44,+27% - $539.53,+78%)
   +90d (3m): $485.59,+60.5% ($410.37,+36% - $574.61,+90%)
   +180d (6m): $586.32,+93.8% ($495.22,+64% - $694.19,+129%)
   +365d (1y): $863.81,+185.5% ($728.47,+141% - $1.0K,+238%)
   +EOY (184d): $591.26,+95.4% ($499.37,+65% - $700.05,+131%)
   End-of-year outlook: 📈 Bullish Trend (+95.4%)
   Confidence: 92.7% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $591.26 (+95.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -19.08%
Rounded target for matching: -19%
Similar historical periods found: 23
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       23       43.5%     -0.28%      0.00%      3.87%       -1.67%        1.68%     -9.49%      7.18%
 14 days       23       56.5%      0.49%      1.10%      4.75%       -0.95%        3.15%     -7.19%     15.00%
 30 days       23       65.2%      1.04%      1.38%      5.12%       -0.83%        3.60%     -7.73%     12.54%
 90 days       23       43.5%     -3.24%      3.40%     14.58%       -2.91%        9.70%    -13.59%     31.30%
180 days       23       47.8%     -8.92%      3.87%     29.36%       -8.82%       16.57%    -27.31%     76.92%
365 days       23       69.6%     21.79%     27.85%     49.36%        6.51%       49.20%    -41.33%    116.78%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -27.78%
Rounded target for matching: -28%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       57.1%      1.27%      0.62%      5.67%       -2.65%        3.90%    -12.27%      9.34%
 14 days       14       78.6%      3.38%      2.11%      6.51%       -1.65%        5.87%    -14.13%     13.04%
 30 days       14       57.1%      6.40%      4.51%     11.52%       -2.14%       11.16%    -14.62%     20.72%
 90 days       14       57.1%      1.41%     -1.06%      8.22%       -5.81%        3.68%    -17.14%     11.20%
180 days       14       14.3%     -8.72%    -10.07%      9.38%      -15.49%       -4.65%    -27.78%      5.27%
365 days       14       42.9%    -14.61%     -4.19%     26.85%      -19.70%       11.31%    -33.20%     40.77%


========================================================================================================================

========================================================================================================================
🔴 TOP 2 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    PA=F             44.0%  0.856528    -24.9%   $1.1K              30.6%  1000d
2    HO=F             10.5%  0.714664    -17.3%   $2.29               9.5%  500 d

📊 DISPLAYING ALL 2 OVERVALUED FUTURES WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 44.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($611.18,-47% - $1.0K,-10%)
   +30d (1m): $768.79,-32.9% ($590.71,-48% - $1.0K,-13%)
   +60d (2m): $743.08,-35.1% ($570.92,-50% - $967.14,-16%)
   +90d (3m): $718.22,-37.3% ($551.80,-52% - $934.84,-18%)
   +180d (6m): $648.53,-43.4% ($498.17,-57% - $844.29,-26%)
   +365d (1y): $525.80,-54.1% ($403.71,-65% - $684.81,-40%)
   +EOY (184d): $645.60,-43.6% ($495.91,-57% - $840.47,-27%)
   End-of-year outlook: 📉 Bearish Trend (-43.6%)
   Confidence: 85.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈16%)
   📅 Days until EOY 2025: 184 days | EOY Target: $645.60 (-43.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 18.81%
Rounded target for matching: 19%
Similar historical periods found: 66
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       66       59.1%      0.95%      1.90%      6.44%        0.32%        3.48%     -9.28%     24.22%
 14 days       66       68.2%      5.93%      4.07%      7.99%        2.11%        6.04%    -14.06%     30.00%
 30 days       66       59.1%      3.61%      3.01%     14.20%       -0.48%        6.50%    -31.73%     29.60%
 90 days       66       56.1%      2.72%      5.14%     26.26%       -1.32%       11.60%    -59.59%     79.16%
180 days       66       69.7%     10.28%     13.14%     36.38%        4.20%       22.08%    -65.36%    134.57%
365 days       65       55.4%     10.91%     17.00%     64.17%        1.10%       32.90%    -67.46%    244.31%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.03%
Rounded target for matching: 16%
Similar historical periods found: 101
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      101       54.5%      0.60%      0.26%      6.54%       -1.03%        1.55%    -31.26%     21.56%
 14 days      101       58.4%      0.92%      1.12%      8.25%       -0.51%        2.75%    -41.15%     23.03%
 30 days      101       50.5%      0.01%      0.75%     10.72%       -1.36%        2.87%    -54.55%     22.28%
 90 days      101       58.4%      6.18%      6.40%     26.21%        1.22%       11.57%    -60.14%     80.08%
180 days      100       53.0%      1.52%      9.68%     38.90%        1.96%       17.39%    -62.73%    139.40%
365 days       99       65.7%     32.18%     27.67%     59.58%       15.79%       39.56%    -62.58%    276.52%


========================================================================================================================

Chart 2: HO=F (Overvalued by 10.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.29 ($1.81,-21% - $2.38,+4%)
   +30d (1m): $2.03,-11.5% ($1.77,-23% - $2.32,+1%)
   +60d (2m): $1.98,-13.5% ($1.73,-24% - $2.27,-1%)
   +90d (3m): $1.94,-15.4% ($1.69,-26% - $2.22,-3%)
   +180d (6m): $1.81,-21.0% ($1.58,-31% - $2.08,-9%)
   +365d (1y): $1.58,-31.2% ($1.37,-40% - $1.81,-21%)
   +EOY (184d): $1.81,-21.2% ($1.58,-31% - $2.07,-10%)
   End-of-year outlook: 📉 Bearish Trend (-21.2%)
   Confidence: 71.5% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 15 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 184 days | EOY Target: $1.81 (-21.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.90%
Rounded target for matching: 6%
Similar historical periods found: 229
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      229       53.7%      0.40%      0.43%      5.04%       -0.23%        1.08%    -12.78%     16.23%
 14 days      229       55.0%      1.08%      0.91%      7.23%       -0.03%        1.86%    -15.77%     22.55%
 30 days      229       51.1%      0.77%      1.51%     10.59%        0.14%        2.89%    -21.77%     32.25%
 90 days      228       53.1%      2.50%      3.07%     20.60%        0.38%        5.76%    -67.44%     68.85%
180 days      222       51.8%      1.27%      7.74%     32.39%        3.45%       12.02%    -64.51%    108.64%
365 days      215       54.4%      4.36%     13.46%     45.49%        7.34%       19.57%    -51.54%    229.09%


========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.63%
Rounded target for matching: -7%
Similar historical periods found: 96
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       96       51.0%      0.26%      0.25%      3.89%       -0.54%        1.04%    -10.70%     10.06%
 14 days       96       50.0%      0.00%     -0.03%      5.70%       -1.18%        1.12%    -10.09%     14.12%
 30 days       96       44.8%     -1.16%     -0.50%      7.83%       -2.08%        1.09%    -28.85%     23.49%
 90 days       94       50.0%      0.19%     -2.33%     16.32%       -5.68%        1.01%    -52.18%     30.50%
180 days       93       36.6%     -6.58%     -8.70%     23.81%      -13.61%       -3.80%    -61.01%     46.48%
365 days       81       48.1%     -2.38%     -0.48%     37.56%       -8.78%        7.83%    -61.77%    142.03%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7905
Best R-squared: 0.957326
Average annual growth: 62.1%

Valuation breakdown:
  🟡 FAIR_VALUE: 18 (62.1%) - Hold/Monitor
  🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities
  🔴 OVERVALUED: 2 (6.9%) - Sell Warnings

Optimal window distribution:
  30 days: 6 instruments (20.7%)
  60 days: 2 instruments (6.9%)
  120 days: 1 instruments (3.4%)
  180 days: 1 instruments (3.4%)
  365 days: 3 instruments (10.3%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 2
  🔴 High-quality overvalued warnings: 2
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

========================================================================================================================
🔥 TOP 15 INDICES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    ^KS11           0.944410 21  d       556.6%   3.1K            🟡 FAIR          -2.3%
2    ^IBEX           0.928424 504 d        23.0%   14.0K           🟡 FAIR           2.4%
3    ^GDAXI          0.914937 504 d        24.7%   24.0K           🟡 FAIR           3.9%
4    ^GSPTSE         0.907425 504 d        17.1%   26.7K           🟡 FAIR           1.0%
5    ^AXJO           0.877886 42  d        39.4%   8.5K            🟡 FAIR          -1.3%
6    ^BSESN          0.868124 1008d        12.2%   84.1K           🟡 FAIR           1.9%
7    IMOEX.ME        0.863544 504 d        33.9%   3.2K            🟢 UNDER        -10.8%
8    ^NSEI           0.858827 1008d        12.9%   25.6K           🟡 FAIR           2.3%
9    ^BVSP           0.857936 126 d        36.9%   136.9K          🟡 FAIR          -2.3%
10   ^HSI            0.836303 378 d        32.6%   24.3K           🟡 FAIR           2.4%
11   ^FTSE           0.825640 504 d         9.1%   8.8K            🟡 FAIR           0.3%
12   ^GSPC           0.824615 504 d        19.6%   6.2K            🟡 FAIR          -1.4%
13   ^RUI            0.821951 504 d        19.5%   3.4K            🟡 FAIR          -1.3%
14   ^IXIC           0.817911 42  d       113.2%   20.3K           🟡 FAIR           0.2%
15   ^DJI            0.780503 504 d        14.1%   43.8K           🟡 FAIR          -2.0%

📊 DISPLAYING ALL 15 INDICES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: ^KS11 (R² = 0.9444)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: 3.1K (3.1K,-0% - 3.2K,+5%)
   +30d (1m): 3.9K,+28.1% (3.8K,+23% - 4.1K,+33%)
   +60d (2m): 4.9K,+60.3% (4.6K,+51% - 5.2K,+71%)
   +90d (3m): 6.1K,+100.5% (5.6K,+84% - 6.7K,+119%)
   +180d (6m): 12.0K,+292.7% (10.2K,+235% - 14.1K,+360%)
   +365d (1y): 47.8K,+1463.6% (35.0K,+1045% - 65.2K,+2034%)
   +EOY (184d): 12.4K,+304.6% (10.5K,+244% - 14.5K,+376%)
   End-of-year outlook: 📈 Bullish Trend (+304.6%)
   Confidence: 94.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: 12.4K (+304.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 15.73%
Rounded target for matching: 16%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       40.5%     -0.27%     -0.26%      4.87%       -1.88%        1.37%    -12.78%     14.40%
 14 days       37       64.9%      1.71%      1.02%      6.56%       -1.17%        3.20%    -14.62%     16.63%
 30 days       37       64.9%      4.28%      3.97%     10.91%        0.33%        7.61%    -14.83%     44.68%
 90 days       37       75.7%      7.32%      9.87%     19.97%        3.21%       16.53%    -37.23%     65.38%
180 days       37       54.1%      4.37%     15.95%     46.62%        0.41%       31.50%    -38.98%    168.38%
365 days       37       45.9%     -2.76%      9.81%     49.87%       -6.82%       26.44%    -43.02%    193.22%


========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 18.30%
Rounded target for matching: 18%
Similar historical periods found: 75
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       75       62.7%      1.14%      0.99%      3.10%        0.27%        1.70%     -5.90%     12.04%
 14 days       75       58.7%      1.21%      2.08%      4.55%        1.03%        3.13%     -5.65%     13.64%
 30 days       75       66.7%      2.41%      4.11%      8.16%        2.23%        5.99%    -15.27%     21.56%
 90 days       75       76.0%      8.18%      8.19%     13.20%        5.15%       11.23%    -22.65%     47.25%
180 days       75       65.3%      5.12%      8.54%     22.91%        3.26%       13.81%    -32.72%    145.57%
365 days       73       71.2%     17.22%     13.60%     31.46%        6.26%       20.94%    -44.97%    120.18%


========================================================================================================================

Chart 2: ^IBEX (R² = 0.9284)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 14.0K (12.8K,-9% - 14.6K,+4%)
   +30d (1m): 14.0K,+0.1% (13.1K,-6% - 14.9K,+7%)
   +60d (2m): 14.3K,+2.6% (13.4K,-4% - 15.3K,+10%)
   +90d (3m): 14.7K,+5.2% (13.8K,-2% - 15.7K,+12%)
   +180d (6m): 15.8K,+13.2% (14.8K,+6% - 16.9K,+21%)
   +365d (1y): 18.4K,+31.8% (17.2K,+23% - 19.7K,+41%)
   +EOY (184d): 15.9K,+13.6% (14.9K,+6% - 16.9K,+21%)
   End-of-year outlook: 📈 Bullish Trend (+13.6%)
   Confidence: 92.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 184 days | EOY Target: 15.9K (+13.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.68%
Rounded target for matching: -1%
Similar historical periods found: 488
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      488       56.1%      0.44%      0.19%      3.20%       -0.09%        0.48%    -16.64%     11.22%
 14 days      488       56.1%      0.55%      0.27%      4.74%       -0.16%        0.69%    -30.09%     16.37%
 30 days      488       57.2%      0.78%      1.07%      6.60%        0.48%        1.66%    -32.04%     20.74%
 90 days      487       54.8%      1.70%      1.65%     12.64%        0.52%        2.77%    -31.03%     56.27%
180 days      476       56.3%      5.13%      3.76%     17.62%        2.17%        5.34%    -39.43%     65.50%
365 days      465       50.1%      0.08%      7.48%     28.45%        4.89%       10.07%    -42.89%    127.76%


========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.28%
Rounded target for matching: 6%
Similar historical periods found: 270
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      270       53.7%      0.15%      0.06%      2.63%       -0.25%        0.38%    -10.87%      8.38%
 14 days      270       55.6%      0.41%      0.34%      4.09%       -0.15%        0.83%    -35.36%      9.77%
 30 days      270       62.2%      1.48%      0.88%      7.02%        0.04%        1.72%    -35.43%     14.68%
 90 days      268       65.3%      4.95%      3.07%     13.85%        1.41%        4.74%    -29.71%     47.05%
180 days      260       68.5%      9.60%      5.93%     17.47%        3.79%        8.06%    -39.23%     55.90%
365 days      248       58.9%     12.30%     13.79%     34.24%        9.51%       18.07%    -47.39%    118.43%


========================================================================================================================

Chart 3: ^GDAXI (R² = 0.9149)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 24.0K (21.4K,-11% - 25.0K,+4%)
   +30d (1m): 23.8K,-1.2% (22.0K,-8% - 25.6K,+7%)
   +60d (2m): 24.4K,+1.5% (22.6K,-6% - 26.3K,+10%)
   +90d (3m): 25.0K,+4.2% (23.2K,-4% - 27.0K,+12%)
   +180d (6m): 27.1K,+12.7% (25.1K,+4% - 29.3K,+22%)
   +365d (1y): 31.8K,+32.5% (29.5K,+23% - 34.4K,+43%)
   +EOY (184d): 27.2K,+13.1% (25.2K,+5% - 29.4K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+13.1%)
   Confidence: 91.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 36 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 184 days | EOY Target: 27.2K (+13.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.12%
Rounded target for matching: 1%
Similar historical periods found: 647
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      647       57.8%      0.44%      0.22%      3.05%       -0.02%        0.45%    -17.62%      9.05%
 14 days      647       58.1%      0.56%      0.20%      4.32%       -0.14%        0.53%    -32.54%      9.31%
 30 days      647       57.5%      0.90%      0.28%      6.85%       -0.25%        0.81%    -35.22%     16.01%
 90 days      645       68.4%      4.41%      3.39%     10.56%        2.57%        4.20%    -28.86%     45.40%
180 days      640       68.4%     11.12%      7.65%     16.62%        6.36%        8.94%    -47.02%     64.55%
365 days      610       73.4%     17.70%     15.21%     24.92%       13.23%       17.19%    -53.15%    102.95%


========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.20%
Rounded target for matching: 5%
Similar historical periods found: 393
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      393       56.0%      0.32%      0.39%      2.87%        0.10%        0.67%    -17.35%      9.63%
 14 days      393       63.6%      0.95%      0.86%      4.15%        0.44%        1.27%    -21.74%     13.41%
 30 days      393       64.6%      1.77%      1.59%      6.18%        0.98%        2.21%    -32.98%     18.53%
 90 days      390       69.0%      5.71%      4.41%     12.32%        3.18%        5.63%    -35.95%     45.41%
180 days      383       70.8%     11.99%      9.90%     16.63%        8.23%       11.57%    -44.18%     63.60%
365 days      372       75.3%     15.30%     16.81%     24.79%       14.28%       19.34%    -47.88%    100.15%


========================================================================================================================

Chart 4: ^GSPTSE (R² = 0.9074)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 26.7K (25.0K,-6% - 28.0K,+5%)
   +30d (1m): 26.9K,+0.9% (25.4K,-5% - 28.5K,+7%)
   +60d (2m): 27.4K,+2.8% (25.9K,-3% - 29.1K,+9%)
   +90d (3m): 28.0K,+4.7% (26.4K,-1% - 29.6K,+11%)
   +180d (6m): 29.6K,+10.8% (27.9K,+5% - 31.3K,+17%)
   +365d (1y): 33.2K,+24.4% (31.3K,+17% - 35.2K,+32%)
   +EOY (184d): 29.6K,+11.1% (28.0K,+5% - 31.4K,+18%)
   End-of-year outlook: 📈 Bullish Trend (+11.1%)
   Confidence: 90.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 184 days | EOY Target: 29.6K (+11.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.07%
Rounded target for matching: 3%
Similar historical periods found: 919
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      919       59.2%      0.38%      0.23%      2.04%        0.10%        0.36%     -8.56%     12.93%
 14 days      919       58.0%      0.53%      0.29%      2.92%        0.10%        0.48%    -13.21%     17.57%
 30 days      919       60.7%      1.10%      0.58%      5.04%        0.25%        0.90%    -36.40%     16.60%
 90 days      914       63.6%      2.67%      1.75%      8.48%        1.20%        2.30%    -38.45%     35.40%
180 days      899       68.4%      4.72%      4.35%     12.65%        3.52%        5.18%    -47.94%     70.53%
365 days      870       69.4%      7.86%      7.87%     18.80%        6.62%        9.12%    -45.54%     76.03%


========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.16%
Rounded target for matching: 4%
Similar historical periods found: 516
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      516       61.6%      0.45%      0.26%      2.39%        0.05%        0.47%    -21.78%     12.93%
 14 days      516       61.2%      0.81%      0.50%      3.69%        0.18%        0.82%    -26.07%     12.08%
 30 days      516       63.8%      1.65%      1.09%      5.95%        0.58%        1.61%    -33.07%     15.01%
 90 days      515       59.2%      2.87%      2.73%     10.89%        1.78%        3.67%    -39.16%     35.40%
180 days      515       68.5%      4.85%      5.76%     15.54%        4.41%        7.11%    -40.55%     56.32%
365 days      494       74.7%      8.62%     10.92%     19.08%        9.23%       12.60%    -41.36%     75.69%


========================================================================================================================

Chart 5: ^AXJO (R² = 0.8779)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 8.5K (8.5K,+0% - 8.7K,+3%)
   +30d (1m): 9.0K,+5.4% (8.8K,+4% - 9.1K,+7%)
   +60d (2m): 9.3K,+9.7% (9.2K,+8% - 9.5K,+12%)
   +90d (3m): 9.7K,+14.1% (9.5K,+12% - 9.9K,+16%)
   +180d (6m): 10.9K,+28.5% (10.6K,+24% - 11.3K,+33%)
   +365d (1y): 14.0K,+64.0% (13.1K,+54% - 14.8K,+74%)
   +EOY (184d): 11.0K,+29.1% (10.6K,+25% - 11.4K,+34%)
   End-of-year outlook: 📈 Bullish Trend (+29.1%)
   Confidence: 87.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 184 days | EOY Target: 11.0K (+29.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.61%
Rounded target for matching: 3%
Similar historical periods found: 757
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      757       54.7%      0.17%      0.07%      1.88%       -0.06%        0.20%     -7.81%      6.94%
 14 days      757       58.0%      0.54%      0.25%      2.68%        0.06%        0.44%     -9.41%     10.86%
 30 days      757       61.6%      1.16%      0.58%      4.43%        0.26%        0.90%    -35.17%     11.45%
 90 days      752       69.0%      2.51%      2.54%      7.20%        2.03%        3.06%    -30.35%     23.58%
180 days      740       73.2%      5.36%      4.82%      9.95%        4.10%        5.53%    -34.16%     31.35%
365 days      721       73.5%     10.20%      9.83%     14.42%        8.78%       10.89%    -45.97%     39.18%


========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.10%
Rounded target for matching: 0%
Similar historical periods found: 366
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      366       53.6%      0.18%     -0.12%      2.41%       -0.37%        0.13%    -13.48%      6.97%
 14 days      366       57.7%      0.35%      0.23%      3.26%       -0.10%        0.57%    -25.60%     10.45%
 30 days      366       66.7%      1.31%      0.68%      4.29%        0.24%        1.12%    -22.38%     12.06%
 90 days      356       67.7%      2.52%      1.33%      7.19%        0.58%        2.08%    -29.30%     15.15%
180 days      356       69.9%      3.11%      3.03%      8.50%        2.14%        3.91%    -38.88%     25.09%
365 days      354       71.8%      8.84%      6.15%     13.12%        4.78%        7.52%    -49.37%     32.34%


========================================================================================================================

Chart 6: ^BSESN (R² = 0.8681)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 84.1K (74.5K,-11% - 91.3K,+9%)
   +30d (1m): 83.6K,-0.5% (75.5K,-10% - 92.6K,+10%)
   +60d (2m): 84.8K,+0.8% (76.6K,-9% - 93.8K,+12%)
   +90d (3m): 85.9K,+2.2% (77.6K,-8% - 95.1K,+13%)
   +180d (6m): 89.5K,+6.5% (80.9K,-4% - 99.1K,+18%)
   +365d (1y): 97.4K,+15.9% (88.0K,+5% - 107.9K,+28%)
   +EOY (184d): 89.7K,+6.7% (81.0K,-4% - 99.3K,+18%)
   End-of-year outlook: 📈 Bullish Trend (+6.7%)
   Confidence: 86.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 42 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 184 days | EOY Target: 89.7K (+6.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.10%
Rounded target for matching: 2%
Similar historical periods found: 443
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      443       56.4%      0.56%      0.34%      3.09%        0.05%        0.63%    -10.09%     11.21%
 14 days      443       60.3%      0.88%      0.62%      4.66%        0.18%        1.05%    -12.78%     17.06%
 30 days      443       55.8%      1.37%      0.83%      7.30%        0.15%        1.51%    -40.66%     29.01%
 90 days      441       67.1%      4.01%      3.66%     12.58%        2.49%        4.84%    -37.01%     67.99%
180 days      435       75.2%      7.16%      8.37%     16.92%        6.78%        9.97%    -45.45%     92.64%
365 days      401       76.3%     14.94%     16.21%     26.65%       13.59%       18.83%    -46.50%    106.94%


========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.36%
Rounded target for matching: 10%
Similar historical periods found: 197
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      197       58.9%      0.57%      0.42%      2.66%        0.05%        0.80%     -8.96%     14.25%
 14 days      197       54.3%      0.23%      0.17%      3.77%       -0.36%        0.70%    -14.29%     25.88%
 30 days      197       47.2%     -0.12%     -0.35%      6.70%       -1.29%        0.60%    -27.60%     34.19%
 90 days      197       58.9%      1.01%      2.55%     12.04%        0.86%        4.25%    -24.31%     48.92%
180 days      193       72.5%      6.30%      8.52%     19.67%        5.73%       11.32%    -53.35%     67.78%
365 days      169       78.7%     13.61%     17.99%     27.54%       13.80%       22.17%    -43.86%    103.05%


========================================================================================================================

Chart 7: IMOEX.ME (R² = 0.8635)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (184d): 4.5K,+38.7% (3.9K,+21% - 5.1K,+58%)
   End-of-year outlook: 📈 Bullish Trend (+38.7%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 184 days | EOY Target: 4.5K (+38.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

Chart 8: ^NSEI (R² = 0.8588)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 25.6K (22.4K,-13% - 28.0K,+9%)
   +30d (1m): 25.4K,-0.8% (22.7K,-11% - 28.4K,+11%)
   +60d (2m): 25.8K,+0.6% (23.1K,-10% - 28.8K,+12%)
   +90d (3m): 26.2K,+2.1% (23.4K,-9% - 29.3K,+14%)
   +180d (6m): 27.3K,+6.6% (24.4K,-5% - 30.5K,+19%)
   +365d (1y): 29.9K,+16.5% (26.7K,+4% - 33.4K,+30%)
   +EOY (184d): 27.4K,+6.8% (24.5K,-5% - 30.6K,+19%)
   End-of-year outlook: 📈 Bullish Trend (+6.8%)
   Confidence: 85.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 37 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 184 days | EOY Target: 27.4K (+6.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.47%
Rounded target for matching: 2%
Similar historical periods found: 371
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      371       57.4%      0.48%      0.26%      2.75%       -0.02%        0.54%     -7.76%     13.58%
 14 days      371       59.6%      0.96%      0.52%      3.87%        0.12%        0.92%    -11.61%     14.96%
 30 days      371       61.2%      1.54%      0.89%      6.64%        0.22%        1.57%    -41.28%     45.00%
 90 days      368       65.5%      4.78%      3.36%     11.50%        2.18%        4.54%    -35.82%     63.35%
180 days      365       76.4%      6.60%      7.29%     14.60%        5.79%        8.80%    -44.32%     80.38%
365 days      324       82.1%     13.86%     16.66%     17.73%       14.72%       18.60%    -28.47%    101.17%


========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.25%
Rounded target for matching: 11%
Similar historical periods found: 163
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      163       54.6%      0.26%     -0.14%      2.62%       -0.54%        0.27%     -9.77%     11.23%
 14 days      163       52.1%      0.10%      0.04%      3.35%       -0.48%        0.56%     -7.88%     19.59%
 30 days      163       53.4%      0.21%     -0.40%      5.63%       -1.27%        0.47%    -23.58%     31.82%
 90 days      163       56.4%      0.92%      0.31%      9.55%       -1.16%        1.79%    -28.16%     63.58%
180 days      160       70.0%      4.95%      4.21%     14.04%        2.01%        6.40%    -50.64%     83.11%
365 days      144       79.2%     14.90%     12.84%     15.25%       10.32%       15.35%    -19.35%    101.81%


========================================================================================================================

Chart 9: ^BVSP (R² = 0.8579)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: 136.9K (135.0K,-1% - 145.4K,+6%)
   +30d (1m): 145.5K,+6.3% (140.1K,+2% - 151.0K,+10%)
   +60d (2m): 151.0K,+10.3% (145.3K,+6% - 156.9K,+15%)
   +90d (3m): 156.8K,+14.5% (150.7K,+10% - 163.0K,+19%)
   +180d (6m): 175.4K,+28.1% (168.1K,+23% - 183.0K,+34%)
   +365d (1y): 220.9K,+61.4% (209.5K,+53% - 232.9K,+70%)
   +EOY (184d): 176.2K,+28.8% (168.9K,+23% - 183.9K,+34%)
   End-of-year outlook: 📈 Bullish Trend (+28.8%)
   Confidence: 85.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 184 days | EOY Target: 176.2K (+28.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.77%
Rounded target for matching: -2%
Similar historical periods found: 299
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      299       48.8%     -0.09%      0.01%      4.20%       -0.47%        0.49%    -13.59%     14.88%
 14 days      299       50.5%      0.24%      0.09%      6.74%       -0.68%        0.86%    -37.40%     19.32%
 30 days      299       51.8%      0.29%      0.08%     10.20%       -1.08%        1.24%    -38.71%     34.63%
 90 days      298       63.1%      4.91%      5.05%     15.39%        3.30%        6.81%    -48.76%     62.73%
180 days      290       67.9%      6.89%     10.31%     23.93%        7.54%       13.07%    -51.46%     82.00%
365 days      269       73.6%     13.38%     20.37%     35.73%       16.08%       24.66%    -41.92%    193.14%


========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.62%
Rounded target for matching: 10%
Similar historical periods found: 189
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      189       56.6%      0.49%      0.28%      4.58%       -0.38%        0.94%    -31.97%      8.10%
 14 days      189       57.7%      0.98%      0.82%      6.43%       -0.10%        1.74%    -30.81%     13.72%
 30 days      189       55.6%      1.36%      0.39%     10.72%       -1.15%        1.93%    -44.81%     25.08%
 90 days      188       51.1%      0.54%      1.68%     16.26%       -0.66%        4.02%    -41.97%     53.51%
180 days      187       56.7%      3.26%      6.23%     26.70%        2.38%       10.08%    -44.46%     95.52%
365 days      177       62.1%      9.28%     17.24%     36.71%       11.80%       22.69%    -41.67%    175.81%


========================================================================================================================

Chart 10: ^HSI (R² = 0.8363)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: 24.3K (21.3K,-12% - 26.4K,+9%)
   +30d (1m): 24.5K,+1.0% (22.0K,-9% - 27.3K,+12%)
   +60d (2m): 25.4K,+4.5% (22.8K,-6% - 28.2K,+16%)
   +90d (3m): 26.2K,+8.0% (23.6K,-3% - 29.2K,+20%)
   +180d (6m): 29.0K,+19.5% (26.0K,+7% - 32.3K,+33%)
   +365d (1y): 35.7K,+47.0% (32.0K,+32% - 39.9K,+64%)
   +EOY (184d): 29.1K,+20.0% (26.2K,+8% - 32.5K,+34%)
   End-of-year outlook: 📈 Bullish Trend (+20.0%)
   Confidence: 83.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 184 days | EOY Target: 29.1K (+20.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.02%
Rounded target for matching: 4%
Similar historical periods found: 498
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      498       50.8%      0.08%     -0.19%      3.97%       -0.54%        0.16%    -41.76%     15.24%
 14 days      498       55.0%      0.74%      0.41%      5.53%       -0.08%        0.90%    -45.14%     21.75%
 30 days      498       63.1%      1.72%      1.20%      8.71%        0.44%        1.97%    -45.62%     38.69%
 90 days      497       64.6%      3.98%      3.63%     14.99%        2.30%        4.95%    -39.74%     67.93%
180 days      497       61.6%      6.05%      5.82%     19.94%        4.07%        7.58%    -47.15%     82.65%
365 days      488       63.9%      7.00%     11.77%     29.16%        9.17%       14.36%    -50.43%    135.36%


========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.36%
Rounded target for matching: 7%
Similar historical periods found: 264
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      264       59.8%      0.72%      0.58%      3.37%        0.17%        0.98%     -8.56%     10.11%
 14 days      264       59.1%      1.54%      1.12%      5.38%        0.46%        1.77%    -30.72%     18.55%
 30 days      264       59.1%      1.56%      1.41%      8.70%        0.35%        2.46%    -33.84%     26.38%
 90 days      263       68.8%      5.18%      4.89%     13.16%        3.29%        6.48%    -36.15%     53.03%
180 days      259       71.0%     10.25%      8.80%     18.02%        6.60%       11.01%    -42.42%     78.40%
365 days      255       67.8%     12.33%     15.76%     29.15%       12.17%       19.36%    -40.92%    101.23%


========================================================================================================================

Chart 11: ^FTSE (R² = 0.8256)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 8.8K (8.4K,-5% - 9.2K,+4%)
   +30d (1m): 8.9K,+0.7% (8.5K,-4% - 9.3K,+5%)
   +60d (2m): 9.0K,+1.8% (8.6K,-3% - 9.4K,+7%)
   +90d (3m): 9.0K,+2.8% (8.6K,-2% - 9.5K,+8%)
   +180d (6m): 9.3K,+6.1% (8.9K,+1% - 9.8K,+11%)
   +365d (1y): 9.9K,+13.0% (9.5K,+8% - 10.4K,+18%)
   +EOY (184d): 9.3K,+6.2% (8.9K,+1% - 9.8K,+11%)
   End-of-year outlook: 📈 Bullish Trend (+6.2%)
   Confidence: 82.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 51 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 184 days | EOY Target: 9.3K (+6.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.91%
Rounded target for matching: 2%
Similar historical periods found: 942
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      942       55.5%      0.31%      0.03%      2.26%       -0.11%        0.18%    -11.18%      6.85%
 14 days      942       56.2%      0.41%      0.15%      3.06%       -0.05%        0.34%    -13.61%     11.87%
 30 days      942       55.3%      0.38%      0.27%      4.52%       -0.01%        0.56%    -30.81%     13.31%
 90 days      938       65.1%      1.97%      1.85%      7.91%        1.35%        2.36%    -32.61%     29.30%
180 days      926       72.8%      4.95%      4.24%     11.47%        3.50%        4.98%    -31.18%     46.47%
365 days      905       72.3%      9.17%      8.54%     16.68%        7.45%        9.63%    -39.43%     67.75%


========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.35%
Rounded target for matching: 0%
Similar historical periods found: 527
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      527       51.0%      0.09%     -0.08%      2.19%       -0.27%        0.11%    -13.29%      6.22%
 14 days      527       50.1%      0.01%     -0.04%      3.20%       -0.32%        0.23%    -25.02%      8.03%
 30 days      527       53.3%      0.32%     -0.02%      4.88%       -0.44%        0.40%    -29.69%     16.12%
 90 days      526       64.3%      2.56%      2.02%      8.73%        1.27%        2.76%    -31.07%     25.13%
180 days      511       68.5%      4.95%      5.16%     14.22%        3.92%        6.39%    -38.15%     49.01%
365 days      497       63.8%      6.68%      7.06%     16.56%        5.60%        8.52%    -42.46%     53.75%


========================================================================================================================

Chart 12: ^GSPC (R² = 0.8246)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 6.2K (5.7K,-8% - 6.9K,+11%)
   +30d (1m): 6.4K,+3.6% (5.8K,-6% - 7.0K,+14%)
   +60d (2m): 6.5K,+5.8% (5.9K,-4% - 7.2K,+16%)
   +90d (3m): 6.7K,+8.1% (6.1K,-2% - 7.3K,+19%)
   +180d (6m): 7.1K,+15.2% (6.5K,+5% - 7.8K,+27%)
   +365d (1y): 8.1K,+31.4% (7.4K,+19% - 8.9K,+45%)
   +EOY (184d): 7.1K,+15.5% (6.5K,+5% - 7.8K,+27%)
   End-of-year outlook: 📈 Bullish Trend (+15.5%)
   Confidence: 82.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 184 days | EOY Target: 7.1K (+15.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.76%
Rounded target for matching: 5%
Similar historical periods found: 1531
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1531       60.2%      0.43%      0.28%      2.20%        0.17%        0.39%     -9.90%     10.32%
 14 days     1531       60.4%      0.70%      0.37%      3.21%        0.21%        0.53%    -19.01%     10.71%
 30 days     1531       62.9%      1.51%      0.85%      5.03%        0.60%        1.10%    -36.20%     17.01%
 90 days     1528       68.4%      4.19%      3.49%      9.16%        3.03%        3.95%    -45.25%     42.21%
180 days     1523       72.8%      8.48%      7.01%     14.42%        6.29%        7.74%    -51.23%     49.50%
365 days     1485       72.5%     12.08%     12.74%     21.75%       11.64%       13.85%    -73.11%     76.87%


========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.71%
Rounded target for matching: 1%
Similar historical periods found: 981
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      981       58.0%      0.42%      0.18%      2.35%        0.04%        0.33%    -13.98%      6.71%
 14 days      981       62.2%      0.97%      0.52%      3.50%        0.30%        0.74%    -27.67%     19.65%
 30 days      981       65.2%      1.68%      1.26%      5.03%        0.95%        1.58%    -22.24%     17.72%
 90 days      981       66.7%      3.87%      3.35%      8.93%        2.79%        3.91%    -37.74%     48.92%
180 days      981       67.5%      6.07%      5.07%     14.33%        4.17%        5.97%    -51.92%     48.17%
365 days      980       74.7%     11.13%     11.04%     21.17%        9.71%       12.36%    -59.01%     80.17%


========================================================================================================================

Chart 13: ^RUI (R² = 0.8220)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.4K (3.1K,-8% - 3.8K,+11%)
   +30d (1m): 3.5K,+3.5% (3.2K,-6% - 3.8K,+14%)
   +60d (2m): 3.6K,+5.7% (3.2K,-4% - 3.9K,+16%)
   +90d (3m): 3.6K,+8.0% (3.3K,-2% - 4.0K,+19%)
   +180d (6m): 3.9K,+15.1% (3.5K,+5% - 4.3K,+27%)
   +365d (1y): 4.4K,+31.2% (4.0K,+19% - 4.9K,+44%)
   +EOY (184d): 3.9K,+15.4% (3.5K,+5% - 4.3K,+27%)
   End-of-year outlook: 📈 Bullish Trend (+15.4%)
   Confidence: 82.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 184 days | EOY Target: 3.9K (+15.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.63%
Rounded target for matching: 5%
Similar historical periods found: 588
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      588       58.5%      0.32%      0.16%      2.02%       -0.00%        0.32%    -12.80%      5.30%
 14 days      588       65.1%      0.73%      0.44%      2.83%        0.21%        0.67%    -16.94%      8.59%
 30 days      588       66.0%      1.55%      1.13%      4.44%        0.77%        1.49%    -27.87%     14.61%
 90 days      585       73.7%      4.84%      4.06%      7.28%        3.46%        4.65%    -28.52%     19.63%
180 days      573       81.0%      9.97%      8.45%     12.11%        7.46%        9.45%    -42.12%     33.46%
365 days      535       81.7%     20.32%     16.62%     20.74%       14.86%       18.38%    -55.27%     57.18%


========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.35%
Rounded target for matching: 0%
Similar historical periods found: 323
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      323       55.4%      0.30%     -0.01%      2.85%       -0.32%        0.31%    -17.86%      7.36%
 14 days      323       62.8%      1.04%      0.18%      3.95%       -0.25%        0.61%    -26.30%      9.62%
 30 days      323       60.1%      1.56%      0.46%      5.30%       -0.12%        1.04%    -12.74%     11.84%
 90 days      318       69.5%      5.21%      3.88%      9.26%        2.85%        4.90%    -31.41%     24.39%
180 days      318       66.0%      7.89%      6.28%     13.92%        4.75%        7.82%    -41.96%     34.37%
365 days      318       81.8%     14.98%     12.65%     22.47%       10.17%       15.13%    -55.42%     56.01%


========================================================================================================================

Chart 14: ^IXIC (R² = 0.8179)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 20.3K (19.5K,-4% - 21.0K,+3%)
   +30d (1m): 22.1K,+9.2% (21.2K,+5% - 23.1K,+14%)
   +60d (2m): 24.2K,+19.5% (23.0K,+14% - 25.5K,+26%)
   +90d (3m): 26.5K,+30.7% (25.0K,+23% - 28.1K,+39%)
   +180d (6m): 34.7K,+71.3% (31.6K,+56% - 38.2K,+88%)
   +365d (1y): 60.5K,+198.6% (50.9K,+151% - 72.0K,+255%)
   +EOY (184d): 35.2K,+73.4% (31.9K,+57% - 38.7K,+91%)
   End-of-year outlook: 📈 Bullish Trend (+73.4%)
   Confidence: 81.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: 35.2K (+73.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.88%
Rounded target for matching: 6%
Similar historical periods found: 732
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      732       59.4%      0.51%      0.38%      2.42%        0.21%        0.56%    -10.53%     10.73%
 14 days      732       61.1%      0.89%      0.57%      3.62%        0.30%        0.83%    -19.33%     14.49%
 30 days      732       61.9%      1.20%      1.25%      6.43%        0.79%        1.72%    -32.05%     22.67%
 90 days      732       65.2%      3.36%      3.48%     11.81%        2.63%        4.34%    -36.13%     64.58%
180 days      724       75.4%      9.28%      7.93%     16.66%        6.72%        9.15%    -52.01%     69.07%
365 days      713       77.8%     22.11%     18.82%     26.47%       16.87%       20.77%    -55.56%    112.81%


========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.16%
Rounded target for matching: 1%
Similar historical periods found: 463
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      463       65.0%      0.88%      0.65%      2.73%        0.40%        0.90%    -14.49%      9.29%
 14 days      463       67.4%      1.44%      1.02%      3.75%        0.68%        1.36%    -14.34%     17.18%
 30 days      463       69.5%      2.85%      1.81%      6.35%        1.23%        2.39%    -31.60%     25.01%
 90 days      462       75.1%      6.13%      5.47%     11.67%        4.40%        6.53%    -35.52%     51.52%
180 days      462       76.2%     11.70%     10.74%     17.68%        9.13%       12.36%    -44.98%     89.28%
365 days      462       83.5%     20.94%     21.31%     28.08%       18.74%       23.88%    -56.49%    125.79%


========================================================================================================================

Chart 15: ^DJI (R² = 0.7805)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 43.8K (41.3K,-6% - 48.4K,+11%)
   +30d (1m): 45.4K,+3.7% (42.0K,-4% - 49.2K,+12%)
   +60d (2m): 46.2K,+5.3% (42.6K,-3% - 50.0K,+14%)
   +90d (3m): 46.9K,+7.0% (43.3K,-1% - 50.8K,+16%)
   +180d (6m): 49.1K,+12.2% (45.4K,+4% - 53.2K,+22%)
   +365d (1y): 54.1K,+23.6% (49.9K,+14% - 58.7K,+34%)
   +EOY (184d): 49.3K,+12.4% (45.5K,+4% - 53.4K,+22%)
   End-of-year outlook: 📈 Bullish Trend (+12.4%)
   Confidence: 78.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 184 days | EOY Target: 49.3K (+12.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.20%
Rounded target for matching: 4%
Similar historical periods found: 742
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      742       58.1%      0.36%      0.16%      1.91%        0.03%        0.30%     -9.07%      6.57%
 14 days      742       58.4%      0.63%      0.18%      2.80%       -0.02%        0.38%    -14.12%      9.10%
 30 days      742       60.2%      1.27%      0.80%      4.35%        0.49%        1.12%    -23.68%     13.27%
 90 days      740       67.4%      2.75%      2.90%      7.57%        2.36%        3.45%    -26.66%     21.17%
180 days      721       75.2%      6.93%      6.90%     10.75%        6.12%        7.69%    -37.62%     33.99%
365 days      698       85.4%     16.29%     15.28%     16.85%       14.02%       16.53%    -52.48%     50.41%


========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.65%
Rounded target for matching: -2%
Similar historical periods found: 340
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      340       59.4%      0.65%      0.42%      2.48%        0.15%        0.68%    -10.36%      6.91%
 14 days      340       54.7%      0.41%      0.26%      3.47%       -0.11%        0.63%    -19.64%      9.15%
 30 days      340       58.5%      1.04%      0.49%      4.88%       -0.03%        1.01%    -16.68%     14.93%
 90 days      336       68.8%      3.78%      3.50%      7.29%        2.71%        4.28%    -29.71%     23.88%
180 days      336       76.5%      5.75%      5.44%     11.26%        4.23%        6.65%    -39.79%     30.96%
365 days      335       77.9%     15.79%     13.26%     16.82%       11.45%       15.07%    -40.70%     52.25%


========================================================================================================================

========================================================================================================================
🟢 TOP 1 INDICES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    IMOEX.ME         10.8%  0.863544     33.9%   3.2K               12.1%  504 d

📊 DISPLAYING ALL 1 UNDERVALUED INDICES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: IMOEX.ME (Undervalued by 10.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (184d): 4.5K,+38.7% (3.9K,+21% - 5.1K,+58%)
   End-of-year outlook: 📈 Bullish Trend (+38.7%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 184 days | EOY Target: 4.5K (+38.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

INDICES STATISTICS:
------------------------------------------------------------
Total indices instruments analyzed: 22
Average R-squared: 0.8007
Best R-squared: 0.944410
Average annual growth: 48.9%

Valuation breakdown:
  🟡 FAIR_VALUE: 17 (77.3%) - Hold/Monitor
  🟢 UNDERVALUED: 1 (4.5%) - Buy Opportunities

Optimal window distribution:
  21 days (~1m): 4 instruments (18.2%)
  42 days (~2m): 3 instruments (13.6%)
  126 days (~6m): 1 instruments (4.5%)
  378 days (~18m): 2 instruments (9.1%)
  504 days (~24m): 10 instruments (45.5%)

📊 INDICES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued indicess with strong trends

========================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    T               0.964038 504 d        52.7%   $28.08          🟡 FAIR          -0.6%
2    MSFT            0.948044 21  d       160.4%   $495.94         🟡 FAIR           0.4%
3    NFLX            0.946193 504 d        76.8%   $1.3K           🔴 OVER          13.8%
4    PM              0.945850 378 d        70.5%   $181.03         🟡 FAIR           3.4%
5    IBM             0.938460 21  d       385.6%   $289.70         🟡 FAIR          -1.8%
6    PLTR            0.935087 378 d       355.1%   $130.74         🟡 FAIR          -4.2%
7    JPM             0.934548 504 d        44.3%   $287.11         🟡 FAIR           2.4%
8    TMUS            0.933685 504 d        45.9%   $235.25         🟢 UNDER        -11.7%
9    BRK-B           0.931857 504 d        25.3%   $485.68         🟡 FAIR          -7.8%
10   WMT             0.928490 504 d        50.4%   $97.27          🟡 FAIR          -5.9%
11   LLY             0.926586 1008d        50.2%   $775.45         🟢 UNDER        -25.4%
12   MRK             0.924110 252 d       -38.6%   $79.10          🟡 FAIR           4.9%
13   COST            0.919625 504 d        46.4%   $985.14         🟢 UNDER        -12.6%
14   AVGO            0.917007 63  d       880.6%   $269.35         🟡 FAIR          -3.9%
15   GE              0.909007 504 d        72.8%   $254.51         🟡 FAIR           2.7%

📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: T (R² = 0.9640)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $28.08 ($25.74,-8% - $31.00,+10%)
   +30d (1m): $29.71,+5.8% ($27.07,-4% - $32.61,+16%)
   +60d (2m): $31.24,+11.3% ($28.46,+1% - $34.29,+22%)
   +90d (3m): $32.86,+17.0% ($29.93,+7% - $36.07,+28%)
   +180d (6m): $38.21,+36.1% ($34.80,+24% - $41.96,+49%)
   +365d (1y): $52.13,+85.7% ($47.44,+69% - $57.29,+104%)
   +EOY (184d): $38.47,+37.0% ($35.03,+25% - $42.25,+50%)
   End-of-year outlook: 📈 Bullish Trend (+37.0%)
   Confidence: 96.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 184 days | EOY Target: $38.47 (+37.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.20%
Rounded target for matching: 6%
Similar historical periods found: 584
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      584       54.3%      0.44%      0.32%      3.17%        0.07%        0.58%    -10.66%     13.32%
 14 days      584       57.4%      0.75%      0.52%      4.63%        0.14%        0.89%    -17.09%     16.28%
 30 days      584       62.2%      2.23%      1.40%      6.73%        0.85%        1.94%    -28.91%     21.50%
 90 days      581       65.9%      4.91%      5.14%     11.76%        4.18%        6.10%    -37.68%     32.05%
180 days      575       75.8%     11.20%     10.86%     18.31%        9.36%       12.36%    -38.42%     58.54%
365 days      564       81.7%     18.16%     21.45%     28.68%       19.08%       23.82%    -53.53%     99.38%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.85%
Rounded target for matching: 9%
Similar historical periods found: 306
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      306       57.8%      0.74%      0.63%      3.76%        0.21%        1.06%    -13.09%     11.82%
 14 days      306       58.2%      0.99%      0.84%      4.94%        0.29%        1.40%    -16.33%     12.68%
 30 days      306       58.8%      1.62%      1.30%      6.74%        0.54%        2.06%    -20.97%     25.10%
 90 days      306       65.0%      4.34%      5.20%     11.83%        3.87%        6.53%    -34.78%     33.83%
180 days      304       75.3%     11.08%     12.49%     18.40%       10.41%       14.56%    -38.26%     57.35%
365 days      298       82.2%     18.98%     20.60%     27.18%       17.50%       23.70%    -51.48%     96.57%


========================================================================================================================

Chart 2: MSFT (R² = 0.9480)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $495.94 ($488.11,-2% - $500.19,+1%)
   +30d (1m): $553.73,+11.7% ($542.81,+9% - $564.87,+14%)
   +60d (2m): $620.55,+25.1% ($601.80,+21% - $639.87,+29%)
   +90d (3m): $695.42,+40.2% ($666.68,+34% - $725.40,+46%)
   +180d (6m): $978.73,+97.3% ($905.29,+83% - $1.1K,+113%)
   +365d (1y): $2.0K,+298.4% ($1.7K,+242% - $2.3K,+364%)
   +EOY (184d): $993.71,+100.4% ($917.67,+85% - $1.1K,+117%)
   End-of-year outlook: 📈 Bullish Trend (+100.4%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $993.71 (+100.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.69%
Rounded target for matching: 10%
Similar historical periods found: 266
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      266       58.6%      0.69%      0.83%      4.44%        0.29%        1.36%    -11.60%     17.32%
 14 days      266       59.8%      1.26%      1.57%      6.45%        0.79%        2.35%    -15.13%     28.70%
 30 days      266       62.0%      3.06%      3.63%     11.00%        2.31%        4.96%    -30.04%     47.66%
 90 days      263       71.9%      8.96%     11.06%     18.73%        8.79%       13.33%    -35.50%    106.73%
180 days      261       79.7%     18.06%     25.18%     36.77%       20.70%       29.66%    -46.93%    321.67%
365 days      252       81.0%     49.12%     55.27%     60.17%       47.81%       62.74%    -40.07%    268.33%


========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 21.53%
Rounded target for matching: 22%
Similar historical periods found: 151
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      151       59.6%      0.61%      0.42%      3.94%       -0.21%        1.06%    -12.02%     10.02%
 14 days      151       53.0%      0.60%      0.34%      6.20%       -0.66%        1.33%    -27.55%     19.50%
 30 days      151       60.3%      2.20%      2.26%     10.24%        0.61%        3.91%    -26.04%     40.53%
 90 days      151       69.5%      7.97%      9.27%     18.13%        6.36%       12.19%    -41.77%     62.85%
180 days      151       68.9%     15.99%     17.52%     28.37%       12.95%       22.08%    -47.33%     93.46%
365 days      150       68.0%     34.45%     38.03%     50.86%       29.82%       46.23%    -52.35%    160.87%


========================================================================================================================

Chart 3: NFLX (R² = 0.9462)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($995.80,-25% - $1.4K,+3%)
   +30d (1m): $1.2K,-6.0% ($1.1K,-19% - $1.5K,+10%)
   +60d (2m): $1.3K,+0.6% ($1.1K,-14% - $1.6K,+17%)
   +90d (3m): $1.4K,+7.7% ($1.2K,-8% - $1.7K,+26%)
   +180d (6m): $1.7K,+32.0% ($1.5K,+13% - $2.0K,+54%)
   +365d (1y): $2.7K,+100.6% ($2.3K,+71% - $3.1K,+135%)
   +EOY (184d): $1.8K,+33.2% ($1.5K,+14% - $2.1K,+56%)
   End-of-year outlook: 📈 Bullish Trend (+33.2%)
   Confidence: 94.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈28%)
   📅 Days until EOY 2025: 184 days | EOY Target: $1.8K (+33.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.95%
Rounded target for matching: 15%
Similar historical periods found: 109
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      109       52.3%      0.70%      1.49%      8.72%       -0.17%        3.14%    -42.05%     39.29%
 14 days      109       64.2%      4.19%      2.44%     10.37%        0.47%        4.41%    -45.67%     23.40%
 30 days      109       67.0%      7.24%      6.88%     15.28%        3.97%        9.78%    -35.11%     45.47%
 90 days      109       69.7%     11.15%     14.71%     40.59%        7.01%       22.42%    -56.30%    179.67%
180 days      107       67.3%     28.94%     33.34%     73.87%       19.19%       47.50%    -71.73%    295.91%
365 days      102       69.6%     62.25%     82.05%    128.15%       56.87%      107.22%    -73.61%    528.50%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 27.73%
Rounded target for matching: 28%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       44.9%     -0.87%     -0.25%      6.36%       -2.08%        1.58%    -12.68%     17.05%
 14 days       49       57.1%      2.56%      2.16%      9.19%       -0.48%        4.80%    -15.33%     23.35%
 30 days       49       57.1%      3.32%      4.47%     12.66%        0.83%        8.10%    -13.85%     44.40%
 90 days       47       76.6%     18.92%     18.89%     33.45%        9.07%       28.71%    -47.94%     94.43%
180 days       46       69.6%     28.28%     31.75%     62.90%       13.07%       50.43%    -71.56%    150.70%
365 days       46       76.1%     75.38%     83.60%    113.54%       49.88%      117.31%    -71.88%    389.48%


========================================================================================================================

Chart 4: PM (R² = 0.9459)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $181.03 ($156.96,-13% - $195.29,+8%)
   +30d (1m): $186.56,+3.1% ($167.22,-8% - $208.13,+15%)
   +60d (2m): $198.79,+9.8% ($178.16,-2% - $221.81,+23%)
   +90d (3m): $211.83,+17.0% ($189.81,+5% - $236.40,+31%)
   +180d (6m): $256.29,+41.6% ($229.49,+27% - $286.22,+58%)
   +365d (1y): $379.16,+109.4% ($338.83,+87% - $424.29,+134%)
   +EOY (184d): $258.47,+42.8% ($231.43,+28% - $288.66,+59%)
   End-of-year outlook: 📈 Bullish Trend (+42.8%)
   Confidence: 94.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 184 days | EOY Target: $258.47 (+42.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 10.36%
Rounded target for matching: 10%
Similar historical periods found: 120
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      120       56.7%      0.61%      0.39%      2.58%       -0.07%        0.86%     -5.63%      7.97%
 14 days      120       52.5%      0.26%      0.67%      4.17%       -0.08%        1.42%    -17.50%     14.11%
 30 days      120       61.7%      1.31%      1.04%      7.12%       -0.25%        2.33%    -25.14%     19.79%
 90 days      118       76.3%      6.57%      5.62%     11.09%        3.60%        7.64%    -26.08%     27.05%
180 days      114       62.3%      7.13%      8.82%     17.32%        5.61%       12.04%    -30.78%     56.08%
365 days      108       79.6%     22.87%     20.79%     20.88%       16.81%       24.77%    -26.29%     63.13%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 22.73%
Rounded target for matching: 23%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       69.7%      0.95%      0.88%      2.94%       -0.16%        1.92%     -5.33%      7.92%
 14 days       33       78.8%      2.67%      2.93%      3.66%        1.63%        4.23%     -3.65%      9.90%
 30 days       33       78.8%      5.47%      4.43%      5.60%        2.45%        6.42%     -9.38%     13.45%
 90 days       30       86.7%      6.61%      7.40%      8.95%        4.05%       10.74%    -15.63%     26.72%
180 days       27       74.1%      6.50%     14.33%     20.90%        6.06%       22.60%    -10.09%     57.35%
365 days       22       81.8%      8.88%     12.46%     20.86%        3.21%       21.71%    -20.34%     60.79%


========================================================================================================================

Chart 5: IBM (R² = 0.9385)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $289.70 ($288.46,-0% - $301.48,+4%)
   +30d (1m): $355.94,+22.9% ($343.36,+19% - $368.98,+27%)
   +60d (2m): $429.61,+48.3% ($406.45,+40% - $454.08,+57%)
   +90d (3m): $518.53,+79.0% ($480.46,+66% - $559.61,+93%)
   +180d (6m): $911.75,+214.7% ($791.92,+173% - $1.0K,+262%)
   +365d (1y): $2.9K,+904.0% ($2.2K,+662% - $3.8K,+1223%)
   +EOY (184d): $934.90,+222.7% ($809.68,+179% - $1.1K,+273%)
   End-of-year outlook: 📈 Bullish Trend (+222.7%)
   Confidence: 93.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $934.90 (+222.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 12.37%
Rounded target for matching: 12%
Similar historical periods found: 306
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      306       52.3%      0.15%      0.22%      3.89%       -0.22%        0.65%    -13.97%     15.13%
 14 days      306       53.6%      0.42%      0.50%      5.92%       -0.17%        1.17%    -31.39%     15.70%
 30 days      306       55.2%      1.37%      1.54%      8.27%        0.61%        2.47%    -29.03%     26.33%
 90 days      304       65.8%      4.74%      5.21%     14.48%        3.57%        6.84%    -35.94%     48.37%
180 days      301       65.4%      9.78%     11.19%     24.54%        8.41%       13.97%    -46.49%     96.17%
365 days      292       73.6%     14.29%     22.50%     35.07%       18.46%       26.54%    -49.91%    129.54%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.86%
Rounded target for matching: 11%
Similar historical periods found: 367
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      367       52.3%      0.25%      0.19%      3.49%       -0.17%        0.54%    -19.08%     10.91%
 14 days      367       52.0%      0.22%      0.60%      5.05%        0.09%        1.12%    -20.56%     23.18%
 30 days      367       53.7%      0.57%      1.21%      7.84%        0.40%        2.01%    -38.51%     22.11%
 90 days      364       51.6%      0.58%      1.41%     14.93%       -0.13%        2.95%    -42.49%     41.14%
180 days      363       50.7%      0.49%      3.14%     21.23%        0.95%        5.33%    -46.14%     74.44%
365 days      360       66.7%      7.14%     14.98%     32.36%       11.63%       18.34%    -52.53%    123.99%


========================================================================================================================

Chart 6: PLTR (R² = 0.9351)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $130.74 ($97.01,-26% - $192.15,+47%)
   +30d (1m): $163.52,+25.1% ($116.13,-11% - $230.24,+76%)
   +60d (2m): $195.85,+49.8% ($139.02,+6% - $275.91,+111%)
   +90d (3m): $234.57,+79.4% ($166.41,+27% - $330.66,+153%)
   +180d (6m): $403.02,+208.3% ($285.29,+118% - $569.34,+335%)
   +365d (1y): $1.2K,+837.8% ($862.43,+560% - $1.7K,+1233%)
   +EOY (184d): $412.83,+215.8% ($292.20,+123% - $583.27,+346%)
   End-of-year outlook: 📈 Bullish Trend (+215.8%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 184 days | EOY Target: $412.83 (+215.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.43%
Rounded target for matching: 0%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%      2.34%      3.63%     11.73%       -3.15%       10.40%    -15.21%     21.51%
 14 days       14       50.0%      3.38%      7.80%     19.66%       -3.54%       19.15%    -19.39%     57.53%
 30 days       14       64.3%      5.24%      9.93%     28.66%       -6.61%       26.48%    -29.82%     78.16%
 90 days       12       50.0%     17.72%     29.07%     58.01%       -7.79%       65.93%    -57.12%    109.54%
180 days       11       45.5%     -7.98%     44.46%    101.87%      -23.98%      112.90%    -60.50%    250.83%
365 days       10       50.0%    -22.63%    108.83%    204.76%      -37.64%      255.31%    -69.18%    468.25%


========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.91%
Rounded target for matching: 5%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       58.3%      2.70%      6.04%     10.22%       -0.46%       12.53%     -5.90%     25.87%
 14 days       12       66.7%      6.79%      9.01%     17.48%       -2.10%       20.11%    -13.18%     44.19%
 30 days       12       58.3%      1.02%     10.92%     27.04%       -6.26%       28.10%     -6.67%     96.25%
 90 days       12       75.0%     69.73%     41.63%     47.81%       11.25%       72.00%    -41.48%     96.51%
180 days       12       75.0%     94.94%     81.16%     83.11%       28.36%      133.97%    -61.11%    205.36%
365 days       10       70.0%    212.88%    218.39%    226.95%       56.04%      380.73%    -69.18%    569.84%


========================================================================================================================

Chart 7: JPM (R² = 0.9345)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $287.11 ($251.09,-13% - $313.16,+9%)
   +30d (1m): $292.92,+2.0% ($262.27,-9% - $327.15,+14%)
   +60d (2m): $305.98,+6.6% ($273.94,-5% - $341.77,+19%)
   +90d (3m): $319.62,+11.3% ($286.13,-0% - $357.04,+24%)
   +180d (6m): $364.32,+26.9% ($326.02,+14% - $407.11,+42%)
   +365d (1y): $476.78,+66.1% ($426.24,+48% - $533.31,+86%)
   +EOY (184d): $366.44,+27.6% ($327.91,+14% - $409.50,+43%)
   End-of-year outlook: 📈 Bullish Trend (+27.6%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 184 days | EOY Target: $366.44 (+27.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.08%
Rounded target for matching: 8%
Similar historical periods found: 400
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      400       51.2%      0.10%     -0.07%      4.44%       -0.51%        0.37%    -16.03%     23.91%
 14 days      400       50.7%      0.14%      0.50%      5.75%       -0.07%        1.06%    -16.35%     25.43%
 30 days      400       57.5%      0.97%      1.27%      9.80%        0.30%        2.23%    -45.44%     35.77%
 90 days      397       52.9%      1.11%      1.84%     16.91%        0.17%        3.51%    -51.63%     76.96%
180 days      390       56.4%      4.67%      4.91%     24.23%        2.50%        7.33%    -54.89%    131.14%
365 days      376       67.6%     12.46%     17.59%     37.61%       13.77%       21.40%    -67.73%    233.69%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.19%
Rounded target for matching: 3%
Similar historical periods found: 273
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      273       59.3%      1.16%      0.61%      4.45%        0.08%        1.14%    -13.04%     13.40%
 14 days      273       60.4%      1.21%      1.03%      5.56%        0.36%        1.69%    -19.48%     18.09%
 30 days      273       59.3%      2.27%      2.19%      9.19%        1.10%        3.29%    -40.08%     43.90%
 90 days      268       64.9%      5.45%      5.99%     18.45%        3.77%        8.21%    -55.39%     74.42%
180 days      268       59.7%      6.70%      9.19%     24.27%        6.27%       12.11%    -48.93%     75.82%
365 days      265       68.3%     12.66%     16.70%     30.87%       12.96%       20.43%    -46.35%    109.77%


========================================================================================================================

Chart 8: TMUS (R² = 0.9337)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $235.25 ($237.54,+1% - $298.81,+27%)
   +30d (1m): $278.68,+18.5% ($248.45,+6% - $312.59,+33%)
   +60d (2m): $291.51,+23.9% ($259.87,+10% - $327.01,+39%)
   +90d (3m): $304.93,+29.6% ($271.80,+16% - $342.10,+45%)
   +180d (6m): $349.01,+48.4% ($310.97,+32% - $391.69,+67%)
   +365d (1y): $460.64,+95.8% ($410.02,+74% - $517.51,+120%)
   +EOY (184d): $351.11,+49.2% ($312.84,+33% - $394.06,+68%)
   End-of-year outlook: 📈 Bullish Trend (+49.2%)
   Confidence: 93.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 184 days | EOY Target: $351.11 (+49.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.35%
Rounded target for matching: 0%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       54.4%      0.29%      0.01%      5.76%       -0.78%        0.80%    -42.07%     20.12%
 14 days      206       54.4%      0.59%      0.96%      7.41%       -0.06%        1.98%    -33.01%     34.01%
 30 days      206       65.0%      2.32%      3.45%     11.65%        1.85%        5.05%    -35.56%     56.47%
 90 days      204       74.0%      8.07%      8.57%     18.91%        5.96%       11.18%    -50.55%     67.94%
180 days      204       76.0%     19.16%     18.57%     27.65%       14.75%       22.39%    -67.41%    101.54%
365 days      184       88.0%     29.10%     33.32%     41.93%       27.22%       39.42%    -69.20%    193.53%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.99%
Rounded target for matching: -10%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       54.1%      0.21%      0.30%      4.80%       -1.30%        1.90%     -9.41%     16.10%
 14 days       37       56.8%      1.59%      1.54%      7.39%       -0.92%        4.00%    -12.57%     23.37%
 30 days       37       64.9%      3.41%      0.42%     10.68%       -3.14%        3.98%    -25.79%     24.63%
 90 days       37       59.5%     12.76%      5.53%     19.33%       -0.91%       11.97%    -52.75%     50.22%
180 days       37       81.1%     19.23%     12.45%     26.17%        3.72%       21.17%    -55.49%     56.86%
365 days       37       78.4%     41.92%     29.31%     47.17%       13.58%       45.04%    -68.38%    126.92%


========================================================================================================================

Chart 9: BRK-B (R² = 0.9319)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $485.68 ($491.47,+1% - $564.79,+16%)
   +30d (1m): $541.21,+11.4% ($504.83,+4% - $580.20,+19%)
   +60d (2m): $555.95,+14.5% ($518.55,+7% - $596.04,+23%)
   +90d (3m): $571.09,+17.6% ($532.65,+10% - $612.31,+26%)
   +180d (6m): $619.04,+27.5% ($577.24,+19% - $663.88,+37%)
   +365d (1y): $730.63,+50.4% ($680.87,+40% - $784.03,+61%)
   +EOY (184d): $621.27,+27.9% ($579.31,+19% - $666.27,+37%)
   End-of-year outlook: 📈 Bullish Trend (+27.9%)
   Confidence: 93.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 184 days | EOY Target: $621.27 (+27.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.52%
Rounded target for matching: -4%
Similar historical periods found: 283
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      283       55.1%      0.18%      0.20%      3.45%       -0.20%        0.61%    -13.41%     18.94%
 14 days      283       54.8%      0.42%      0.60%      4.53%        0.07%        1.13%    -18.47%     16.39%
 30 days      283       65.7%      2.43%      2.46%      6.44%        1.70%        3.21%    -22.91%     21.03%
 90 days      280       72.5%      5.57%      5.69%     11.01%        4.40%        6.99%    -36.85%     52.60%
180 days      275       75.6%      7.88%      9.12%     16.47%        7.17%       11.08%    -39.24%     57.92%
365 days      274       84.3%     15.43%     19.54%     21.84%       16.94%       22.13%    -36.17%     94.01%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.59%
Rounded target for matching: 1%
Similar historical periods found: 287
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      287       60.3%      0.66%      0.76%      2.91%        0.42%        1.10%    -15.52%     12.16%
 14 days      287       63.4%      0.92%      1.26%      4.22%        0.77%        1.75%    -18.93%     15.04%
 30 days      287       70.0%      2.05%      2.80%      5.81%        2.12%        3.47%    -17.33%     26.34%
 90 days      287       79.8%      7.19%      7.09%      9.58%        5.98%        8.21%    -20.25%     52.48%
180 days      284       79.2%     12.48%     11.71%     13.80%       10.10%       13.32%    -36.08%     47.85%
365 days      279       88.5%     17.68%     20.47%     20.23%       18.09%       22.85%    -29.53%    110.47%


========================================================================================================================

Chart 10: WMT (R² = 0.9285)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $97.27 ($90.88,-7% - $117.62,+21%)
   +30d (1m): $108.54,+11.6% ($95.39,-2% - $123.49,+27%)
   +60d (2m): $113.94,+17.1% ($100.13,+3% - $129.65,+33%)
   +90d (3m): $119.61,+23.0% ($105.10,+8% - $136.12,+40%)
   +180d (6m): $138.38,+42.3% ($121.55,+25% - $157.55,+62%)
   +365d (1y): $186.73,+92.0% ($163.82,+68% - $212.84,+119%)
   +EOY (184d): $139.28,+43.2% ($122.33,+26% - $158.58,+63%)
   End-of-year outlook: 📈 Bullish Trend (+43.2%)
   Confidence: 92.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $139.28 (+43.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.45%
Rounded target for matching: 0%
Similar historical periods found: 650
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      650       53.4%      0.30%      0.38%      4.06%        0.06%        0.69%    -16.16%     17.51%
 14 days      650       56.3%      0.65%      0.72%      6.10%        0.25%        1.19%    -32.06%     35.31%
 30 days      650       59.1%      1.83%      2.25%      8.61%        1.58%        2.91%    -41.85%     38.51%
 90 days      650       68.0%      4.98%      7.34%     15.72%        6.13%        8.55%    -52.42%     78.26%
180 days      649       72.6%      9.35%     13.75%     22.74%       12.00%       15.50%    -47.08%    132.85%
365 days      642       72.1%     19.84%     33.32%     48.98%       29.53%       37.12%    -46.92%    300.34%


========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.79%
Rounded target for matching: -6%
Similar historical periods found: 238
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      238       62.2%      1.15%      1.05%      4.07%        0.53%        1.57%    -11.25%     16.06%
 14 days      238       65.1%      2.10%      1.61%      4.96%        0.97%        2.24%    -12.09%     17.07%
 30 days      238       73.9%      3.40%      3.23%      8.22%        2.18%        4.28%    -31.15%     47.56%
 90 days      238       68.9%      6.62%      6.68%     13.08%        5.01%        8.35%    -34.75%     62.76%
180 days      238       72.7%      8.21%     11.98%     21.94%        9.18%       14.78%    -22.70%    124.27%
365 days      238       77.7%     14.83%     24.57%     39.76%       19.49%       29.65%    -27.60%    300.89%


========================================================================================================================

Chart 11: LLY (R² = 0.9266)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $775.45 ($801.89,+3% - $1.3K,+74%)
   +30d (1m): $1.1K,+40.8% ($841.67,+9% - $1.4K,+83%)
   +60d (2m): $1.1K,+47.8% ($883.41,+14% - $1.5K,+92%)
   +90d (3m): $1.2K,+55.1% ($927.22,+20% - $1.6K,+101%)
   +180d (6m): $1.4K,+79.4% ($1.1K,+38% - $1.8K,+133%)
   +365d (1y): $1.9K,+141.9% ($1.4K,+86% - $2.4K,+214%)
   +EOY (184d): $1.4K,+80.6% ($1.1K,+39% - $1.8K,+134%)
   End-of-year outlook: 📈 Bullish Trend (+80.6%)
   Confidence: 92.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 184 days | EOY Target: $1.4K (+80.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.59%
Rounded target for matching: 9%
Similar historical periods found: 398
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      398       51.3%      0.22%      0.14%      4.22%       -0.28%        0.55%    -18.29%     15.13%
 14 days      398       52.0%      0.30%      0.52%      5.80%       -0.06%        1.09%    -16.73%     20.41%
 30 days      398       53.3%      0.62%      1.34%      8.57%        0.49%        2.18%    -32.76%     25.78%
 90 days      397       62.0%      4.94%      5.27%     13.81%        3.90%        6.63%    -38.46%     42.01%
180 days      395       69.4%      8.97%     11.77%     20.70%        9.72%       13.81%    -33.21%     72.56%
365 days      389       74.0%     22.23%     28.76%     39.59%       24.82%       32.71%    -43.90%    149.86%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.35%
Rounded target for matching: -9%
Similar historical periods found: 232
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      232       59.5%      0.83%      1.12%      4.07%        0.60%        1.65%     -9.69%     19.00%
 14 days      232       56.5%      1.22%      1.55%      6.01%        0.77%        2.33%    -14.18%     22.30%
 30 days      232       62.1%      2.44%      2.48%      8.70%        1.36%        3.61%    -16.49%     31.42%
 90 days      231       61.5%      4.59%      4.37%     14.64%        2.47%        6.27%    -27.22%     70.50%
180 days      227       62.6%      5.15%      8.37%     25.74%        5.00%       11.73%    -36.41%     88.84%
365 days      227       65.6%      9.53%     16.80%     38.99%       11.70%       21.90%    -34.24%    192.23%


========================================================================================================================

Chart 12: MRK (R² = 0.9241)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $79.10 ($69.60,-12% - $81.69,+3%)
   +30d (1m): $71.15,-10.0% ($65.66,-17% - $77.11,-3%)
   +60d (2m): $67.14,-15.1% ($61.94,-22% - $72.78,-8%)
   +90d (3m): $63.36,-19.9% ($58.43,-26% - $68.70,-13%)
   +180d (6m): $53.23,-32.7% ($49.02,-38% - $57.80,-27%)
   +365d (1y): $37.21,-53.0% ($34.13,-57% - $40.57,-49%)
   +EOY (184d): $52.82,-33.2% ($48.64,-39% - $57.36,-27%)
   End-of-year outlook: 📉 Bearish Trend (-33.2%)
   Confidence: 92.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $52.82 (-33.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.74%
Rounded target for matching: 9%
Similar historical periods found: 558
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      558       45.7%     -0.25%     -0.06%      3.56%       -0.36%        0.23%    -11.82%     12.14%
 14 days      558       50.7%      0.15%      0.13%      4.73%       -0.27%        0.52%    -15.02%     16.98%
 30 days      558       52.0%      0.43%      0.47%      6.52%       -0.07%        1.02%    -22.72%     22.03%
 90 days      557       62.1%      3.95%      3.78%     12.91%        2.71%        4.85%    -34.00%     53.40%
180 days      557       69.5%      9.53%     10.87%     20.74%        9.14%       12.59%    -41.63%     79.07%
365 days      549       77.0%     19.94%     25.55%     36.59%       22.48%       28.61%    -55.49%    183.17%


========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.25%
Rounded target for matching: -3%
Similar historical periods found: 426
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      426       51.9%      0.21%      0.14%      4.16%       -0.26%        0.54%    -26.41%     10.76%
 14 days      426       57.0%      0.99%      0.47%      6.30%       -0.13%        1.07%    -32.08%     17.50%
 30 days      426       62.9%      2.72%      1.68%      9.64%        0.76%        2.60%    -40.23%     21.17%
 90 days      426       62.0%      3.53%      3.52%     14.35%        2.15%        4.89%    -41.91%     38.94%
180 days      426       63.1%      9.64%      8.51%     21.33%        6.48%       10.55%    -43.46%     95.69%
365 days      426       70.0%     20.50%     20.86%     36.69%       17.37%       24.36%    -50.28%    206.52%


========================================================================================================================

Chart 13: COST (R² = 0.9196)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $985.14 ($991.04,+1% - $1.3K,+30%)
   +30d (1m): $1.2K,+19.7% ($1.0K,+5% - $1.3K,+36%)
   +60d (2m): $1.2K,+25.3% ($1.1K,+10% - $1.4K,+42%)
   +90d (3m): $1.3K,+31.1% ($1.1K,+15% - $1.5K,+49%)
   +180d (6m): $1.5K,+50.2% ($1.3K,+32% - $1.7K,+71%)
   +365d (1y): $2.0K,+98.7% ($1.7K,+74% - $2.2K,+126%)
   +EOY (184d): $1.5K,+51.1% ($1.3K,+33% - $1.7K,+72%)
   End-of-year outlook: 📈 Bullish Trend (+51.1%)
   Confidence: 92.0% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $1.5K (+51.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.65%
Rounded target for matching: -1%
Similar historical periods found: 467
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      467       55.7%      0.71%      0.52%      4.72%        0.09%        0.94%    -32.81%     24.40%
 14 days      467       57.4%      1.34%      0.94%      6.77%        0.33%        1.56%    -35.01%     29.44%
 30 days      467       60.0%      2.24%      2.19%      9.99%        1.28%        3.10%    -36.92%     33.52%
 90 days      466       71.5%      8.35%      7.30%     15.38%        5.90%        8.70%    -42.70%     80.70%
180 days      457       77.5%     13.55%     13.78%     21.98%       11.76%       15.80%    -45.36%     75.07%
365 days      449       81.5%     25.68%     30.36%     39.01%       26.74%       33.98%    -51.26%    182.39%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.59%
Rounded target for matching: -7%
Similar historical periods found: 163
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      163       61.3%      1.66%      1.11%      5.07%        0.32%        1.89%    -13.33%     18.75%
 14 days      163       62.0%      1.71%      2.15%      7.03%        1.06%        3.23%    -16.37%     28.63%
 30 days      163       73.6%      4.10%      4.41%      9.42%        2.96%        5.87%    -18.95%     28.29%
 90 days      163       72.4%      9.40%      8.33%     16.40%        5.80%       10.87%    -42.70%     50.21%
180 days      163       70.6%     17.57%     13.85%     23.51%       10.22%       17.49%    -30.93%     79.53%
365 days      163       75.5%     29.08%     27.20%     32.21%       22.21%       32.18%    -25.60%    107.75%


========================================================================================================================

Chart 14: AVGO (R² = 0.9170)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 63 days):
   Current: $269.35 ($252.99,-6% - $310.33,+15%)
   +30d (1m): $367.70,+36.5% ($329.96,+23% - $409.77,+52%)
   +60d (2m): $482.54,+79.2% ($428.91,+59% - $542.88,+102%)
   +90d (3m): $633.24,+135.1% ($556.09,+106% - $721.10,+168%)
   +180d (6m): $1.4K,+431.3% ($1.2K,+346% - $1.7K,+534%)
   +365d (1y): $7.6K,+2739.5% ($5.7K,+2025% - $10.2K,+3694%)
   +EOY (184d): $1.5K,+450.9% ($1.2K,+361% - $1.8K,+558%)
   End-of-year outlook: 📈 Bullish Trend (+450.9%)
   Confidence: 91.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 184 days | EOY Target: $1.5K (+450.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 16.04%
Rounded target for matching: 16%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       45.3%     -0.49%      0.01%      4.05%       -0.86%        0.88%    -10.30%     11.00%
 14 days       86       44.2%     -1.22%     -0.83%      6.12%       -2.14%        0.48%    -18.35%     16.46%
 30 days       86       53.5%      0.67%      0.85%      9.04%       -1.09%        2.78%    -19.68%     22.14%
 90 days       85       74.1%     11.20%     10.16%     15.30%        6.86%       13.46%    -28.75%     39.63%
180 days       82       80.5%     20.60%     21.79%     22.69%       16.81%       26.77%    -25.60%     70.31%
365 days       79       93.7%     49.18%     53.81%     46.61%       43.37%       64.25%    -14.46%    222.87%


========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 18.22%
Rounded target for matching: 18%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       46.2%     -0.24%      0.85%      6.69%       -0.66%        2.35%    -17.03%     22.78%
 14 days       78       59.0%      1.15%      2.69%      8.48%        0.78%        4.60%    -14.31%     30.41%
 30 days       78       78.2%      7.43%      6.47%     12.62%        3.62%        9.31%    -38.85%     30.59%
 90 days       77       85.7%     19.44%     16.83%     16.39%       13.11%       20.55%    -14.02%     49.13%
180 days       77       85.7%     26.00%     33.28%     30.59%       26.33%       40.22%    -24.82%     90.82%
365 days       72       98.6%     52.36%     69.26%     60.35%       55.08%       83.44%     -1.06%    233.51%


========================================================================================================================

Chart 15: GE (R² = 0.9090)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $254.51 ($203.50,-20% - $301.85,+19%)
   +30d (1m): $264.52,+3.9% ($217.16,-15% - $322.22,+27%)
   +60d (2m): $282.33,+10.9% ($231.74,-9% - $343.96,+35%)
   +90d (3m): $301.33,+18.4% ($247.29,-3% - $367.18,+44%)
   +180d (6m): $366.37,+43.9% ($300.47,+18% - $446.71,+76%)
   +365d (1y): $547.48,+115.1% ($448.23,+76% - $668.72,+163%)
   +EOY (184d): $369.56,+45.2% ($303.09,+19% - $450.62,+77%)
   End-of-year outlook: 📈 Bullish Trend (+45.2%)
   Confidence: 90.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈21%)
   📅 Days until EOY 2025: 184 days | EOY Target: $369.56 (+45.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.01%
Rounded target for matching: 14%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       50.0%      0.06%      0.06%      3.35%       -0.40%        0.52%    -12.69%      9.62%
 14 days      206       58.7%      0.62%      0.58%      4.99%       -0.11%        1.26%    -13.00%     18.10%
 30 days      206       57.8%      1.65%      0.92%      9.73%       -0.42%        2.26%    -47.48%     39.23%
 90 days      205       69.3%      5.07%      5.57%     15.39%        3.45%        7.69%    -44.69%     80.00%
180 days      204       67.2%      8.41%     11.41%     23.16%        8.21%       14.61%    -56.62%    103.60%
365 days      201       76.1%     14.43%     22.32%     36.75%       17.21%       27.43%    -41.62%    156.56%


========================================================================================================================
GE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 21.37%
Rounded target for matching: 21%
Similar historical periods found: 177
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      177       53.1%      0.32%      0.91%      4.42%        0.26%        1.57%    -17.31%     14.88%
 14 days      177       58.8%      0.95%      1.94%      6.81%        0.93%        2.96%    -28.72%     28.28%
 30 days      177       59.3%      2.03%      2.91%      9.08%        1.56%        4.26%    -25.87%     39.24%
 90 days      174       69.5%      5.80%      5.80%     14.51%        3.63%        7.97%    -39.85%     67.79%
180 days      173       81.5%     17.52%     17.18%     21.36%       13.97%       20.38%    -42.87%     81.63%
365 days      171       85.4%     29.88%     33.40%     35.02%       28.11%       38.68%    -38.67%    187.44%


========================================================================================================================

========================================================================================================================
🟢 TOP 5 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    LLY              25.4%  0.926586     50.2%   $775.45            34.1%  1008d
2    XOM              16.6%  0.707225     20.5%   $109.38            20.0%  1008d
3    COST             12.6%  0.919625     46.4%   $985.14            14.4%  504 d
4    ISRG             11.9%  0.853270     44.9%   $533.71            13.5%  504 d
5    TMUS             11.7%  0.933685     45.9%   $235.25            13.2%  504 d

📊 DISPLAYING ALL 5 UNDERVALUED STOCK OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: LLY (Undervalued by 25.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $775.45 ($801.89,+3% - $1.3K,+74%)
   +30d (1m): $1.1K,+40.8% ($841.67,+9% - $1.4K,+83%)
   +60d (2m): $1.1K,+47.8% ($883.41,+14% - $1.5K,+92%)
   +90d (3m): $1.2K,+55.1% ($927.22,+20% - $1.6K,+101%)
   +180d (6m): $1.4K,+79.4% ($1.1K,+38% - $1.8K,+133%)
   +365d (1y): $1.9K,+141.9% ($1.4K,+86% - $2.4K,+214%)
   +EOY (184d): $1.4K,+80.6% ($1.1K,+39% - $1.8K,+134%)
   End-of-year outlook: 📈 Bullish Trend (+80.6%)
   Confidence: 92.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 184 days | EOY Target: $1.4K (+80.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 8.59%
Rounded target for matching: 9%
Similar historical periods found: 398
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      398       51.3%      0.22%      0.14%      4.22%       -0.28%        0.55%    -18.29%     15.13%
 14 days      398       52.0%      0.30%      0.52%      5.80%       -0.06%        1.09%    -16.73%     20.41%
 30 days      398       53.3%      0.62%      1.34%      8.57%        0.49%        2.18%    -32.76%     25.78%
 90 days      397       62.0%      4.94%      5.27%     13.81%        3.90%        6.63%    -38.46%     42.01%
180 days      395       69.4%      8.97%     11.77%     20.70%        9.72%       13.81%    -33.21%     72.56%
365 days      389       74.0%     22.23%     28.76%     39.59%       24.82%       32.71%    -43.90%    149.86%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.35%
Rounded target for matching: -9%
Similar historical periods found: 232
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      232       59.5%      0.83%      1.12%      4.07%        0.60%        1.65%     -9.69%     19.00%
 14 days      232       56.5%      1.22%      1.55%      6.01%        0.77%        2.33%    -14.18%     22.30%
 30 days      232       62.1%      2.44%      2.48%      8.70%        1.36%        3.61%    -16.49%     31.42%
 90 days      231       61.5%      4.59%      4.37%     14.64%        2.47%        6.27%    -27.22%     70.50%
180 days      227       62.6%      5.15%      8.37%     25.74%        5.00%       11.73%    -36.41%     88.84%
365 days      227       65.6%      9.53%     16.80%     38.99%       11.70%       21.90%    -34.24%    192.23%


========================================================================================================================

Chart 2: XOM (Undervalued by 16.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $109.38 ($99.91,-9% - $172.37,+58%)
   +30d (1m): $134.18,+22.7% ($102.15,-7% - $176.25,+61%)
   +60d (2m): $137.19,+25.4% ($104.44,-5% - $180.22,+65%)
   +90d (3m): $140.27,+28.2% ($106.78,-2% - $184.28,+68%)
   +180d (6m): $149.94,+37.1% ($114.12,+4% - $197.02,+80%)
   +365d (1y): $171.97,+57.2% ($130.82,+20% - $226.06,+107%)
   +EOY (184d): $150.39,+37.5% ($114.46,+5% - $197.61,+81%)
   End-of-year outlook: 📈 Bullish Trend (+37.5%)
   Confidence: 70.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 38 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 184 days | EOY Target: $150.39 (+37.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XOM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.76%
Rounded target for matching: 2%
Similar historical periods found: 1108
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1108       53.5%      0.30%      0.31%      3.03%        0.13%        0.49%    -11.36%     13.45%
 14 days     1108       54.0%      0.44%      0.49%      4.13%        0.25%        0.74%    -20.82%     13.94%
 30 days     1108       58.2%      0.97%      1.14%      5.97%        0.79%        1.49%    -26.97%     25.95%
 90 days     1107       66.7%      3.33%      3.49%     10.70%        2.86%        4.13%    -48.18%     32.40%
180 days     1101       72.8%      9.21%      9.18%     16.11%        8.23%       10.14%    -48.22%     57.74%
365 days     1091       78.2%     20.68%     22.55%     25.47%       21.04%       24.06%    -55.92%    112.66%


========================================================================================================================
XOM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.22%
Rounded target for matching: 0%
Similar historical periods found: 626
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      626       55.6%      0.39%      0.52%      3.10%        0.28%        0.77%    -16.05%     16.16%
 14 days      626       58.1%      0.77%      0.97%      4.35%        0.62%        1.31%    -16.34%     21.14%
 30 days      626       65.8%      2.04%      2.06%      6.01%        1.59%        2.53%    -26.97%     28.39%
 90 days      622       65.3%      3.58%      4.40%     10.62%        3.56%        5.23%    -33.36%     50.47%
180 days      618       68.8%      8.68%      8.17%     15.98%        6.91%        9.43%    -55.04%     59.27%
365 days      605       81.0%     18.12%     20.78%     27.77%       18.56%       22.99%    -53.50%    172.60%


========================================================================================================================

Chart 3: COST (Undervalued by 12.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $985.14 ($991.04,+1% - $1.3K,+30%)
   +30d (1m): $1.2K,+19.7% ($1.0K,+5% - $1.3K,+36%)
   +60d (2m): $1.2K,+25.3% ($1.1K,+10% - $1.4K,+42%)
   +90d (3m): $1.3K,+31.1% ($1.1K,+15% - $1.5K,+49%)
   +180d (6m): $1.5K,+50.2% ($1.3K,+32% - $1.7K,+71%)
   +365d (1y): $2.0K,+98.7% ($1.7K,+74% - $2.2K,+126%)
   +EOY (184d): $1.5K,+51.1% ($1.3K,+33% - $1.7K,+72%)
   End-of-year outlook: 📈 Bullish Trend (+51.1%)
   Confidence: 92.0% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 184 days | EOY Target: $1.5K (+51.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.65%
Rounded target for matching: -1%
Similar historical periods found: 467
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      467       55.7%      0.71%      0.52%      4.72%        0.09%        0.94%    -32.81%     24.40%
 14 days      467       57.4%      1.34%      0.94%      6.77%        0.33%        1.56%    -35.01%     29.44%
 30 days      467       60.0%      2.24%      2.19%      9.99%        1.28%        3.10%    -36.92%     33.52%
 90 days      466       71.5%      8.35%      7.30%     15.38%        5.90%        8.70%    -42.70%     80.70%
180 days      457       77.5%     13.55%     13.78%     21.98%       11.76%       15.80%    -45.36%     75.07%
365 days      449       81.5%     25.68%     30.36%     39.01%       26.74%       33.98%    -51.26%    182.39%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.59%
Rounded target for matching: -7%
Similar historical periods found: 163
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      163       61.3%      1.66%      1.11%      5.07%        0.32%        1.89%    -13.33%     18.75%
 14 days      163       62.0%      1.71%      2.15%      7.03%        1.06%        3.23%    -16.37%     28.63%
 30 days      163       73.6%      4.10%      4.41%      9.42%        2.96%        5.87%    -18.95%     28.29%
 90 days      163       72.4%      9.40%      8.33%     16.40%        5.80%       10.87%    -42.70%     50.21%
180 days      163       70.6%     17.57%     13.85%     23.51%       10.22%       17.49%    -30.93%     79.53%
365 days      163       75.5%     29.08%     27.20%     32.21%       22.21%       32.18%    -25.60%    107.75%


========================================================================================================================

Chart 4: ISRG (Undervalued by 11.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $533.71 ($508.42,-5% - $721.50,+35%)
   +30d (1m): $632.98,+18.6% ($531.28,-0% - $754.14,+41%)
   +60d (2m): $661.53,+23.9% ($555.17,+4% - $788.28,+48%)
   +90d (3m): $691.37,+29.5% ($580.12,+9% - $823.96,+54%)
   +180d (6m): $789.21,+47.9% ($661.84,+24% - $941.10,+76%)
   +365d (1y): $1.0K,+94.1% ($867.43,+63% - $1.2K,+132%)
   +EOY (184d): $793.87,+48.7% ($665.73,+25% - $946.68,+77%)
   End-of-year outlook: 📈 Bullish Trend (+48.7%)
   Confidence: 85.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-11%)
   📅 Days until EOY 2025: 184 days | EOY Target: $793.87 (+48.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.69%
Rounded target for matching: -6%
Similar historical periods found: 134
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      134       54.5%      0.72%      0.97%      6.89%       -0.21%        2.14%    -25.00%     21.02%
 14 days      134       62.7%      2.56%      2.62%      9.67%        0.97%        4.28%    -26.67%     34.02%
 30 days      134       62.7%      3.48%      4.43%     13.35%        2.15%        6.71%    -27.78%     68.86%
 90 days      132       74.2%     11.12%     12.88%     22.55%        9.00%       16.76%    -55.23%     91.28%
180 days      132       76.5%     22.37%     28.48%     49.65%       19.93%       37.03%    -65.13%    206.37%
365 days      128       73.4%     40.37%     68.57%     93.66%       52.19%       84.95%    -29.52%    474.61%


========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.18%
Rounded target for matching: -11%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       48.4%     -0.08%      1.84%     13.47%       -1.58%        5.26%    -21.00%     67.44%
 14 days       62       50.0%     -0.40%      0.89%     17.66%       -3.60%        5.37%    -30.21%     86.67%
 30 days       62       53.2%      2.27%      1.11%     24.38%       -5.08%        7.30%    -48.56%    114.26%
 90 days       61       59.0%      5.76%      4.83%     26.32%       -1.91%       11.57%    -59.81%     61.86%
180 days       61       67.2%     10.47%     15.13%     38.38%        5.30%       24.96%    -67.37%    185.29%
365 days       61       78.7%     38.91%     55.45%     75.58%       36.09%       74.81%    -28.69%    454.59%


========================================================================================================================

Chart 5: TMUS (Undervalued by 11.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $235.25 ($237.54,+1% - $298.81,+27%)
   +30d (1m): $278.68,+18.5% ($248.45,+6% - $312.59,+33%)
   +60d (2m): $291.51,+23.9% ($259.87,+10% - $327.01,+39%)
   +90d (3m): $304.93,+29.6% ($271.80,+16% - $342.10,+45%)
   +180d (6m): $349.01,+48.4% ($310.97,+32% - $391.69,+67%)
   +365d (1y): $460.64,+95.8% ($410.02,+74% - $517.51,+120%)
   +EOY (184d): $351.11,+49.2% ($312.84,+33% - $394.06,+68%)
   End-of-year outlook: 📈 Bullish Trend (+49.2%)
   Confidence: 93.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 184 days | EOY Target: $351.11 (+49.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.35%
Rounded target for matching: 0%
Similar historical periods found: 206
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      206       54.4%      0.29%      0.01%      5.76%       -0.78%        0.80%    -42.07%     20.12%
 14 days      206       54.4%      0.59%      0.96%      7.41%       -0.06%        1.98%    -33.01%     34.01%
 30 days      206       65.0%      2.32%      3.45%     11.65%        1.85%        5.05%    -35.56%     56.47%
 90 days      204       74.0%      8.07%      8.57%     18.91%        5.96%       11.18%    -50.55%     67.94%
180 days      204       76.0%     19.16%     18.57%     27.65%       14.75%       22.39%    -67.41%    101.54%
365 days      184       88.0%     29.10%     33.32%     41.93%       27.22%       39.42%    -69.20%    193.53%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.99%
Rounded target for matching: -10%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       54.1%      0.21%      0.30%      4.80%       -1.30%        1.90%     -9.41%     16.10%
 14 days       37       56.8%      1.59%      1.54%      7.39%       -0.92%        4.00%    -12.57%     23.37%
 30 days       37       64.9%      3.41%      0.42%     10.68%       -3.14%        3.98%    -25.79%     24.63%
 90 days       37       59.5%     12.76%      5.53%     19.33%       -0.91%       11.97%    -52.75%     50.22%
180 days       37       81.1%     19.23%     12.45%     26.17%        3.72%       21.17%    -55.49%     56.86%
365 days       37       78.4%     41.92%     29.31%     47.17%       13.58%       45.04%    -68.38%    126.92%


========================================================================================================================

========================================================================================================================
🔴 TOP 4 STOCK INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    INTC             31.9%  0.738598    -44.6%   $22.69             24.2%  378 d
2    UNH              19.9%  0.790790    -95.1%   $309.11            16.6%  63  d
3    NKE              19.4%  0.810142    -29.8%   $72.04             16.2%  378 d
4    NFLX             13.8%  0.946193     76.8%   $1.3K              12.1%  504 d

📊 DISPLAYING ALL 4 OVERVALUED STOCK WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: INTC (Overvalued by 31.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $22.69 ($12.74,-44% - $23.23,+2%)
   +30d (1m): $16.03,-29.3% ($11.87,-48% - $21.66,-5%)
   +60d (2m): $14.94,-34.1% ($11.06,-51% - $20.20,-11%)
   +90d (3m): $13.93,-38.6% ($10.30,-55% - $18.84,-17%)
   +180d (6m): $11.28,-50.3% ($8.33,-63% - $15.29,-33%)
   +365d (1y): $7.32,-67.8% ($5.37,-76% - $9.97,-56%)
   +EOY (184d): $11.18,-50.7% ($8.25,-64% - $15.15,-33%)
   End-of-year outlook: 📉 Bearish Trend (-50.7%)
   Confidence: 73.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-17%)
   📅 Days until EOY 2025: 184 days | EOY Target: $11.18 (-50.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.44%
Rounded target for matching: 5%
Similar historical periods found: 394
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      394       51.0%      0.06%     -0.24%      6.16%       -0.85%        0.37%    -50.46%     16.47%
 14 days      394       49.2%     -0.17%     -0.21%      7.44%       -0.94%        0.53%    -27.75%     31.76%
 30 days      394       51.0%      0.28%     -0.08%     12.82%       -1.35%        1.19%    -46.08%     79.41%
 90 days      393       57.8%      4.19%      8.37%     25.74%        5.81%       10.92%    -57.05%    112.94%
180 days      390       62.1%      6.46%     12.79%     35.04%        9.30%       16.27%    -60.20%    154.12%
365 days      385       63.6%     16.39%     24.62%     55.49%       19.06%       30.18%    -66.87%    250.52%


========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -17.16%
Rounded target for matching: -17%
Similar historical periods found: 98
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       98       53.1%      0.51%     -0.11%      6.64%       -1.44%        1.22%    -23.24%     20.10%
 14 days       98       61.2%      2.58%      0.91%      9.02%       -0.90%        2.72%    -29.71%     22.66%
 30 days       98       55.1%      1.01%      1.22%     13.53%       -1.49%        3.93%    -38.93%     33.71%
 90 days       98       52.0%      1.36%      1.83%     23.03%       -2.79%        6.45%    -50.04%     77.50%
180 days       97       58.8%      6.89%     12.41%     41.62%        4.02%       20.79%    -46.29%    146.25%
365 days       94       53.2%      1.20%     29.66%     67.54%       15.82%       43.49%    -50.87%    249.04%


========================================================================================================================

Chart 2: UNH (Overvalued by 19.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 63 days):
   Current: $309.11 ($204.82,-34% - $324.63,+5%)
   +30d (1m): $180.18,-41.7% ($141.14,-54% - $230.03,-26%)
   +60d (2m): $125.91,-59.3% ($96.53,-69% - $164.22,-47%)
   +90d (3m): $87.98,-71.5% ($65.64,-79% - $117.93,-62%)
   +180d (6m): $30.02,-90.3% ($20.19,-93% - $44.64,-86%)
   +365d (1y): $3.29,-98.9% ($1.71,-99% - $6.33,-98%)
   +EOY (184d): $28.62,-90.7% ($19.15,-94% - $42.77,-86%)
   End-of-year outlook: 📉 Bearish Trend (-90.7%)
   Confidence: 79.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-38%)
   📅 Days until EOY 2025: 184 days | EOY Target: $28.62 (-90.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
UNH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.07%
Rounded target for matching: 1%
Similar historical periods found: 461
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      461       57.3%      0.62%      0.67%      5.15%        0.20%        1.14%    -16.91%     20.55%
 14 days      461       55.7%      1.17%      0.82%      6.80%        0.20%        1.45%    -21.78%     27.43%
 30 days      461       62.3%      2.56%      2.80%      9.61%        1.92%        3.68%    -31.65%     50.62%
 90 days      461       71.6%     11.54%     10.45%     18.85%        8.72%       12.17%    -44.74%    101.53%
180 days      458       79.5%     17.49%     18.23%     30.13%       15.46%       20.99%    -67.14%    193.17%
365 days      448       84.2%     38.78%     46.06%     73.19%       39.27%       52.86%    -78.18%    433.64%


========================================================================================================================
UNH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -37.56%
Rounded target for matching: -38%
Similar historical periods found: 16
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       16       50.0%      0.82%      1.35%     10.08%       -4.03%        6.72%    -14.90%     17.57%
 14 days       16       56.2%      2.77%      1.45%     13.95%       -5.98%        8.89%    -25.31%     26.90%
 30 days       16       56.2%      5.16%      3.20%     13.98%       -4.25%       10.64%    -20.69%     35.41%
 90 days       15       66.7%     16.99%     11.09%     17.18%        1.57%       20.60%    -17.86%     40.73%
180 days       15       60.0%     13.79%      5.94%     41.93%      -17.28%       29.16%    -44.87%    100.75%
365 days       15       60.0%     24.08%     22.23%     60.16%      -11.09%       55.54%    -60.26%    165.19%


========================================================================================================================

Chart 3: NKE (Overvalued by 19.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $72.04 ($52.11,-28% - $69.88,-3%)
   +30d (1m): $57.85,-19.7% ($49.94,-31% - $67.01,-7%)
   +60d (2m): $55.46,-23.0% ($47.87,-34% - $64.26,-11%)
   +90d (3m): $53.17,-26.2% ($45.88,-36% - $61.62,-14%)
   +180d (6m): $46.85,-35.0% ($40.39,-44% - $54.35,-25%)
   +365d (1y): $36.12,-49.9% ($31.06,-57% - $42.02,-42%)
   +EOY (184d): $46.59,-35.3% ($40.16,-44% - $54.05,-25%)
   End-of-year outlook: 📉 Bearish Trend (-35.3%)
   Confidence: 81.0% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 184 days | EOY Target: $46.59 (-35.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NKE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 17.48%
Rounded target for matching: 17%
Similar historical periods found: 133
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      133       50.4%      0.12%      0.47%      5.11%       -0.41%        1.35%    -14.21%     15.90%
 14 days      133       51.9%      0.56%      0.87%      8.20%       -0.54%        2.28%    -18.68%     31.05%
 30 days      133       63.2%      3.30%      2.02%     13.58%       -0.31%        4.35%    -33.22%     38.17%
 90 days      133       64.7%      6.94%      5.58%     19.05%        2.31%        8.85%    -51.07%     52.60%
180 days      133       69.9%     12.23%     12.28%     26.67%        7.71%       16.86%    -39.50%    100.54%
365 days      131       72.5%     27.97%     32.30%     53.07%       23.12%       41.47%    -63.29%    187.36%


========================================================================================================================
NKE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.06%
Rounded target for matching: -6%
Similar historical periods found: 202
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      202       51.0%      0.13%     -0.03%      5.50%       -0.79%        0.74%    -20.99%     20.02%
 14 days      202       47.0%     -0.26%     -0.16%      8.23%       -1.30%        0.98%    -29.94%     36.52%
 30 days      202       56.4%      2.30%      0.95%     11.85%       -0.69%        2.59%    -44.26%     35.06%
 90 days      199       51.8%      1.27%      2.58%     17.94%        0.07%        5.09%    -41.28%     55.51%
180 days      196       56.1%      6.68%      6.56%     26.61%        2.81%       10.31%    -46.26%     61.11%
365 days      188       69.1%     22.22%     23.48%     43.97%       17.15%       29.81%    -62.67%    140.26%


========================================================================================================================

Chart 4: NFLX (Overvalued by 13.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($995.80,-25% - $1.4K,+3%)
   +30d (1m): $1.2K,-6.0% ($1.1K,-19% - $1.5K,+10%)
   +60d (2m): $1.3K,+0.6% ($1.1K,-14% - $1.6K,+17%)
   +90d (3m): $1.4K,+7.7% ($1.2K,-8% - $1.7K,+26%)
   +180d (6m): $1.7K,+32.0% ($1.5K,+13% - $2.0K,+54%)
   +365d (1y): $2.7K,+100.6% ($2.3K,+71% - $3.1K,+135%)
   +EOY (184d): $1.8K,+33.2% ($1.5K,+14% - $2.1K,+56%)
   End-of-year outlook: 📈 Bullish Trend (+33.2%)
   Confidence: 94.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈28%)
   📅 Days until EOY 2025: 184 days | EOY Target: $1.8K (+33.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.95%
Rounded target for matching: 15%
Similar historical periods found: 109
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      109       52.3%      0.70%      1.49%      8.72%       -0.17%        3.14%    -42.05%     39.29%
 14 days      109       64.2%      4.19%      2.44%     10.37%        0.47%        4.41%    -45.67%     23.40%
 30 days      109       67.0%      7.24%      6.88%     15.28%        3.97%        9.78%    -35.11%     45.47%
 90 days      109       69.7%     11.15%     14.71%     40.59%        7.01%       22.42%    -56.30%    179.67%
180 days      107       67.3%     28.94%     33.34%     73.87%       19.19%       47.50%    -71.73%    295.91%
365 days      102       69.6%     62.25%     82.05%    128.15%       56.87%      107.22%    -73.61%    528.50%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 27.73%
Rounded target for matching: 28%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       44.9%     -0.87%     -0.25%      6.36%       -2.08%        1.58%    -12.68%     17.05%
 14 days       49       57.1%      2.56%      2.16%      9.19%       -0.48%        4.80%    -15.33%     23.35%
 30 days       49       57.1%      3.32%      4.47%     12.66%        0.83%        8.10%    -13.85%     44.40%
 90 days       47       76.6%     18.92%     18.89%     33.45%        9.07%       28.71%    -47.94%     94.43%
180 days       46       69.6%     28.28%     31.75%     62.90%       13.07%       50.43%    -71.56%    150.70%
365 days       46       76.1%     75.38%     83.60%    113.54%       49.88%      117.31%    -71.88%    389.48%


========================================================================================================================

STOCK STATISTICS:
------------------------------------------------------------
Total stock instruments analyzed: 62
Average R-squared: 0.8197
Best R-squared: 0.964038
Average annual growth: 108.0%

Valuation breakdown:
  🟡 FAIR_VALUE: 44 (71.0%) - Hold/Monitor
  🟢 UNDERVALUED: 5 (8.1%) - Buy Opportunities
  🔴 OVERVALUED: 4 (6.5%) - Sell Warnings

Optimal window distribution:
  21 days (~1m): 7 instruments (11.3%)
  42 days (~2m): 7 instruments (11.3%)
  63 days (~3m): 7 instruments (11.3%)
  84 days (~4m): 1 instruments (1.6%)
  126 days (~6m): 2 instruments (3.2%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 5
  🔴 High-quality overvalued warnings: 4
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

========================================================================================================================
🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
========================================================================================================================

🟢 TOP 9 CRYPTO OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMX-USD          63.8%  0.801302   -100.0%     70.3  $0.004143      
2    HYPE-USD         41.2%  0.831823    -97.1%     58.0  $0.000005      
3    GT-USD           30.2%  0.891446    166.9%     53.8  $15.75         
4    XCN-USD          17.6%  0.945240    108.5%     48.4  $0.001039      
5    FTN-USD          12.7%  0.988822    134.9%     47.2  $4.42          
6    TBTC-USD         12.8%  0.932135    103.4%     45.0  $102.8K        
7    BTC-USD          10.2%  0.935891    103.3%     43.6  $108.4K        
8    SYRUP-USD        10.0%  0.933230 266366.6%     43.3  $0.604898      
9    LEO-USD          11.7%  0.889592     74.2%     42.6  $9.10          

🔍 CURRENCY: No high-quality undervalued opportunities found

🟢 TOP 2 FUTURES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    CC=F             28.5%  0.881105     86.0%     52.4  $8.9K          
2    KC=F             24.8%  0.926551     69.5%     51.9  $302.60        

🟢 TOP 1 INDICES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMOEX.ME         10.8%  0.863544     33.9%     41.0  3.2K           

🟢 TOP 4 STOCK OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    LLY              25.4%  0.926586     50.2%     52.3  $775.45        
2    TMUS             11.7%  0.933685     45.9%     44.4  $235.25        
3    COST             12.6%  0.919625     46.4%     44.3  $985.14        
4    ISRG             11.9%  0.853270     44.9%     41.3  $533.71        

========================================================================================================================
📊 OVERALL PORTFOLIO SUMMARY
========================================================================================================================
Total instruments analyzed: 219
Average trend reliability (R²): 0.7718
Best trend reliability: 0.988822

Asset distribution:
  Crypto: 98 instruments (44.7%) - Avg Growth: 341822.2%
  Stock: 62 instruments (28.3%) - Avg Growth: 108.0%
  Futures: 29 instruments (13.2%) - Avg Growth: 62.1%
  Indices: 22 instruments (10.0%) - Avg Growth: 48.9%
  Currency: 8 instruments (3.7%) - Avg Growth: 0.4%

Overall valuation summary:
  🟡 Fair Value: 109 (49.8%) - Hold/Monitor
  🟢 Undervalued: 24 (11.0%) - Buy Opportunities
  🔴 Overvalued: 22 (10.0%) - Sell Warnings

📊 Total charts displayed: UP TO 225 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis
🔮 New Feature: Historical pattern-based forward returns predictions

========================================================================================================================
✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE
========================================================================================================================

🎉 Enhanced analysis completed successfully!
Results stored in 'results' variable with 219 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
🔮 Forward Returns: Traditional round half up ROC matching:
   • 2.5% ROC → finds all historical ~3% periods
   • 5.25% ROC → finds all historical ~5% periods
   • 9.23% ROC → finds all historical ~9% periods
   • -3.67% ROC → finds all historical ~-4% periods
🎯 Historical matches shown as green vertical lines on charts (90-day ROC)
💱 Currency pairs analyzed: EURUSD, USDJPY, GBPUSD, DXY, etc.
📊 Global indices analyzed: S&P 500, FTSE 100, DAX, Nikkei 225, etc.

🛠️  CUSTOM ANALYSIS EXAMPLES:
# Standard round half up analysis:
run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30)
run_custom_forward_analysis(df, 'EURUSD=X', rolling_window=30)
run_custom_forward_analysis(df, '^GSPC', rolling_window=30)  # S&P 500

# Higher precision (round to 0.5%):
run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half')
run_custom_forward_analysis(df, '^FTSE', tolerance_type='round_to_half')  # FTSE 100

# Ultra precision (round to 0.25%):
run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter')
run_custom_forward_analysis(df, '^N225', tolerance_type='round_to_quarter')  # Nikkei

# Seasonal analysis (Q2 only):
run_custom_forward_analysis(df, 'ES=F', quarter=[2])
run_custom_forward_analysis(df, '^DJI', quarter=[2])  # Dow Jones

# Cycle analysis (Year 1 of 4-year cycles):
run_custom_forward_analysis(df, 'DX-Y.NYB', cycle_year=['Year1'])
run_custom_forward_analysis(df, '^GDAXI', cycle_year=['Year1'])  # DAX
================================================================================
🚀 Starting Multi-Asset Analysis Deployment
==================================================

📊 Step 1: Converting notebook to HTML...
Current directory: C:\Users\Chris\Python
✓ Success: jupyter nbconvert --to html --no-input multi-asset.ipynb

📁 Step 2: Copying files to repository...
✓ Copied multi-asset.ipynb to repository
✓ Copied multi-asset.html as index.html to repository

🔄 Step 3: Git operations...
Current directory: C:\Users\Chris\my-jupyter-notebooks-multi-asset
✓ Success: git pull origin main
  Output: Already up to date.
✓ Success: git status
  Output: On branch main
Your branch is up to date with 'origin/main'.

Changes not staged for commit:
  (use "git add <file>..." to update what will be committed)
  (use "git restore <file>..." to discard changes in working directory)
	modified:   index.html
	modified:   multi-asset.ipynb

no changes added to commit (use "git add" and/or "git commit -a")
✓ Success: git add .
✓ Success: git commit -m "Update multi-asset analysis with latest data - 2025-06-30 08:46"
  Output: [main 5d4a62d] Update multi-asset analysis with latest data - 2025-06-30 08:46
 2 files changed, 4497 insertions(+), 9578 deletions(-)
✓ Success: git push origin main

🎉 Deployment completed successfully!
📊 Your multi-asset analysis is now live!